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ОС","\u002Fcsharp\u002Fsystem-programming-windows\u002Fwindows-hooks-services","01.csharp\u002F07.system-programming-windows\u002F20.windows-hooks-services",{"title":376,"path":377,"stem":378},"Системне Програмування C# (Windows) — 07.system-programming-windows","\u002Fcsharp\u002Fsystem-programming-windows\u002Fimplementation_plan","01.csharp\u002F07.system-programming-windows\u002Fimplementation_plan",{"title":380,"icon":132,"path":381,"stem":382,"children":383,"page":59},"Io","\u002Fcsharp\u002Fio","01.csharp\u002F08.io",[384,388,392,396,400],{"title":385,"path":386,"stem":387},"8.1.1. Основи роботи з файловою системою","\u002Fcsharp\u002Fio\u002Ffile-system-basics","01.csharp\u002F08.io\u002F01.file-system-basics",{"title":389,"path":390,"stem":391},"8.1.2. Потоки (Streams) та Серіалізація Даних","\u002Fcsharp\u002Fio\u002Fstreams-serialization","01.csharp\u002F08.io\u002F02.streams-serialization",{"title":393,"path":394,"stem":395},"8.2.1. JSON Serialization з System.Text.Json","\u002Fcsharp\u002Fio\u002Fjson-serialization","01.csharp\u002F08.io\u002F03.json-serialization",{"title":397,"path":398,"stem":399},"8.2.2. XML Serialization та LINQ to XML","\u002Fcsharp\u002Fio\u002Fxml-serialization","01.csharp\u002F08.io\u002F04.xml-serialization",{"title":401,"path":402,"stem":403},"8.2.3. Binary Serialization: MessagePack та Protocol Buffers","\u002Fcsharp\u002Fio\u002Fbinary-serialization","01.csharp\u002F08.io\u002F05.binary-serialization",{"title":405,"icon":132,"path":406,"stem":407,"children":408,"page":59},"Ado Net","\u002Fcsharp\u002Fado-net","01.csharp\u002F09.ado-net",[409,413,417,421,425,429,433,437,441,445,449,453],{"title":410,"path":411,"stem":412},"9.1. Введення в ADO.NET","\u002Fcsharp\u002Fado-net\u002Fintroduction-to-adonet","01.csharp\u002F09.ado-net\u002F01.introduction-to-adonet",{"title":414,"path":415,"stem":416},"9.2. Клас DbConnection — з'єднання з базою даних","\u002Fcsharp\u002Fado-net\u002Fconnection","01.csharp\u002F09.ado-net\u002F02.connection",{"title":418,"path":419,"stem":420},"9.3. Клас DbCommand — виконання SQL-запитів","\u002Fcsharp\u002Fado-net\u002Fcommand-and-queries","01.csharp\u002F09.ado-net\u002F03.command-and-queries",{"title":422,"path":423,"stem":424},"9.4. Клас DbDataReader — ефективне читання даних","\u002Fcsharp\u002Fado-net\u002Fdatareader","01.csharp\u002F09.ado-net\u002F04.datareader",{"title":426,"path":427,"stem":428},"9.5. Параметризовані запити та захист від SQL Injection","\u002Fcsharp\u002Fado-net\u002Fparameters-and-sql-injection","01.csharp\u002F09.ado-net\u002F05.parameters-and-sql-injection",{"title":430,"path":431,"stem":432},"9.6. Транзакції в ADO.NET","\u002Fcsharp\u002Fado-net\u002Ftransactions","01.csharp\u002F09.ado-net\u002F06.transactions",{"title":434,"path":435,"stem":436},"9.7. DbProviderFactory — провайдер-незалежний код","\u002Fcsharp\u002Fado-net\u002Fprovider-factory","01.csharp\u002F09.ado-net\u002F07.provider-factory",{"title":438,"path":439,"stem":440},"9.8. Асинхронний доступ до даних","\u002Fcsharp\u002Fado-net\u002Fasync-data-access","01.csharp\u002F09.ado-net\u002F08.async-data-access",{"title":442,"path":443,"stem":444},"9.9. Від'єднаний режим: DataSet, DataTable, DataRow","\u002Fcsharp\u002Fado-net\u002Fdisconnected-mode-dataset","01.csharp\u002F09.ado-net\u002F09.disconnected-mode-dataset",{"title":446,"path":447,"stem":448},"9.10. DataAdapter — міст між DataSet та базою даних","\u002Fcsharp\u002Fado-net\u002Fdata-adapter","01.csharp\u002F09.ado-net\u002F10.data-adapter",{"title":450,"path":451,"stem":452},"9.11. Data Mapper та Repository: Архітектура доступу до даних","\u002Fcsharp\u002Fado-net\u002Fdata-mapper-repository","01.csharp\u002F09.ado-net\u002F11.data-mapper-repository",{"title":454,"path":455,"stem":456},"9.12. Identity Map, Unit of Work та Specification Pattern","\u002Fcsharp\u002Fado-net\u002Fadvanced-patterns","01.csharp\u002F09.ado-net\u002F12.advanced-patterns",{"title":458,"icon":255,"path":459,"stem":460,"children":461,"page":59},"Ef Core","\u002Fcsharp\u002Fef-core","01.csharp\u002F10.ef-core",[462,466,470,474,478,482,486,490,494,498,502,506,510,514,518,522,526,532,538,542,546,550,554,558,562,566,570,574,578,582,586,590,594,598,602,606,610,614,618,622,626,630,634,638,642,646],{"title":463,"path":464,"stem":465},"Що таке ORM? Від SQL до об'єктів","\u002Fcsharp\u002Fef-core\u002Fwhat-is-orm","01.csharp\u002F10.ef-core\u002F01.what-is-orm",{"title":467,"path":468,"stem":469},"Перший проєкт — від нуля до CRUD","\u002Fcsharp\u002Fef-core\u002Ffirst-project","01.csharp\u002F10.ef-core\u002F02.first-project",{"title":471,"path":472,"stem":473},"DbContext — Серце EF Core","\u002Fcsharp\u002Fef-core\u002Fdbcontext-deep-dive","01.csharp\u002F10.ef-core\u002F03.dbcontext-deep-dive",{"title":475,"path":476,"stem":477},"Провайдери баз даних — Архітектура та Вибір СУБД","\u002Fcsharp\u002Fef-core\u002Fdatabase-providers","01.csharp\u002F10.ef-core\u002F04.database-providers",{"title":479,"path":480,"stem":481},"Конвенції EF Core — Магія без конфігурації","\u002Fcsharp\u002Fef-core\u002Fconventions","01.csharp\u002F10.ef-core\u002F05.conventions",{"title":483,"path":484,"stem":485},"Fluent API та Data Annotations — Явна конфігурація моделі","\u002Fcsharp\u002Fef-core\u002Ffluent-api-vs-annotations","01.csharp\u002F10.ef-core\u002F06.fluent-api-vs-annotations",{"title":487,"path":488,"stem":489},"Зв'язки — One-to-One та One-to-Many","\u002Fcsharp\u002Fef-core\u002Frelationships-basics","01.csharp\u002F10.ef-core\u002F07.relationships-basics",{"title":491,"path":492,"stem":493},"Зв'язки Advanced — Many-to-Many та Складні Сценарії","\u002Fcsharp\u002Fef-core\u002Frelationships-advanced","01.csharp\u002F10.ef-core\u002F08.relationships-advanced",{"title":495,"path":496,"stem":497},"Властивості — Типи, Конвертери, Компаратори (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part1","01.csharp\u002F10.ef-core\u002F09.property-configuration-part1",{"title":499,"path":500,"stem":501},"Властивості — Value Comparers, Generators, Shadow Properties (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part2","01.csharp\u002F10.ef-core\u002F09.property-configuration-part2",{"title":503,"path":504,"stem":505},"Складні типи — Owned Types та Complex Types (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part1","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part1",{"title":507,"path":508,"stem":509},"Складні типи — Complex Types, Keyless Entities, Порівняння (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part2","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part2",{"title":511,"path":512,"stem":513},"JSON Columns — Складні дані у JSON (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part1","01.csharp\u002F10.ef-core\u002F11.json-columns-part1",{"title":515,"path":516,"stem":517},"JSON Columns — Value Comparers, Індекси, Провайдери (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part2","01.csharp\u002F10.ef-core\u002F11.json-columns-part2",{"title":519,"path":520,"stem":521},"Успадкування — Абстрактні класи та TPH (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finheritance-part1","01.csharp\u002F10.ef-core\u002F12.inheritance-part1",{"title":523,"path":524,"stem":525},"Успадкування — TPT, TPC та Порівняння Стратегій (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finheritance-part2","01.csharp\u002F10.ef-core\u002F12.inheritance-part2",{"title":527,"path":528,"stem":529,"children":530},"Індекси, Обмеження та Схема (Частина 1)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part1","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part1",[531],{"title":527,"path":528,"stem":529},{"title":533,"path":534,"stem":535,"children":536},"Індекси, Обмеження та Схема (Частина 2)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part2","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part2",[537],{"title":533,"path":534,"stem":535},{"title":539,"path":540,"stem":541},"Seed Data — Початкові Дані (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fseeding-part1","01.csharp\u002F10.ef-core\u002F14.seeding-part1",{"title":543,"path":544,"stem":545},"Seed Data — SQL-скрипти, Bogus та Стратегії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fseeding-part2","01.csharp\u002F10.ef-core\u002F14.seeding-part2",{"title":547,"path":548,"stem":549},"Global Query Filters — Глобальні Фільтри (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part1","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part1",{"title":551,"path":552,"stem":553},"Global Query Filters — Підводні камені та Інтеграція (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part2","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part2",{"title":555,"path":556,"stem":557},"LINQ-запити в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part1","01.csharp\u002F10.ef-core\u002F16.linq-queries-part1",{"title":559,"path":560,"stem":561},"LINQ-запити в EF Core (Частина 2)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part2","01.csharp\u002F10.ef-core\u002F16.linq-queries-part2",{"title":563,"path":564,"stem":565},"Завантаження Пов'язаних Даних (Частина 1)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part1","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part1",{"title":567,"path":568,"stem":569},"Завантаження Пов'язаних Даних (Частина 2)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part2","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part2",{"title":571,"path":572,"stem":573},"Raw SQL, Views та Stored Procedures (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part1","01.csharp\u002F10.ef-core\u002F18.raw-sql-part1",{"title":575,"path":576,"stem":577},"Raw SQL — Stored Procedures, DbFunction та Bulk Operations (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part2","01.csharp\u002F10.ef-core\u002F18.raw-sql-part2",{"title":579,"path":580,"stem":581},"Продвинуті Запити — Compiled Queries, Bulk та Оптимізація (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part1","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part1",{"title":583,"path":584,"stem":585},"Продвинуті Запити — Query Tags, Bulk та Interceptors (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part2","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part2",{"title":587,"path":588,"stem":589},"Change Tracker — Відстеження Змін (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part1","01.csharp\u002F10.ef-core\u002F20.change-tracking-part1",{"title":591,"path":592,"stem":593},"Change Tracker — Графи Об'єктів та Disconnected (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part2","01.csharp\u002F10.ef-core\u002F20.change-tracking-part2",{"title":595,"path":596,"stem":597},"Збереження Даних та Транзакції (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part1","01.csharp\u002F10.ef-core\u002F21.saving-data-part1",{"title":599,"path":600,"stem":601},"Збереження Даних — Concurrency та Outbox (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part2","01.csharp\u002F10.ef-core\u002F21.saving-data-part2",{"title":603,"path":604,"stem":605},"Конкурентність та Блокування (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part1","01.csharp\u002F10.ef-core\u002F22.concurrency-part1",{"title":607,"path":608,"stem":609},"Конкурентність — Дедлоки та Queue Processing (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part2","01.csharp\u002F10.ef-core\u002F22.concurrency-part2",{"title":611,"path":612,"stem":613},"Міграції в EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part1","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part1",{"title":615,"path":616,"stem":617},"Міграції в EF Core — Основи (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part2","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part2",{"title":619,"path":620,"stem":621},"Міграції — Просунуті Сценарії (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part1","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part1",{"title":623,"path":624,"stem":625},"Міграції — Просунуті Сценарії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part2","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part2",{"title":627,"path":628,"stem":629},"Управління Схемою та Database-First (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part1","01.csharp\u002F10.ef-core\u002F25.schema-management-part1",{"title":631,"path":632,"stem":633},"Управління Схемою та Database-First (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part2","01.csharp\u002F10.ef-core\u002F25.schema-management-part2",{"title":635,"path":636,"stem":637},"Продуктивність EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fperformance-fundamentals-part1","01.csharp\u002F10.ef-core\u002F26.performance-fundamentals-part1",{"title":639,"path":640,"stem":641},"Interceptors в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part1","01.csharp\u002F10.ef-core\u002F29.interceptors-part1",{"title":643,"path":644,"stem":645},"Interceptors в EF Core — Connection, Transaction та Materialization (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part2","01.csharp\u002F10.ef-core\u002F29.interceptors-part2",{"title":647,"path":648,"stem":649},"План вивчення Entity Framework Core — Повний курс","\u002Fcsharp\u002Fef-core\u002Fimplementation_plan","01.csharp\u002F10.ef-core\u002Fimplementation_plan",{"title":651,"icon":652,"path":653,"stem":654,"children":655,"page":59},"ASP.NET","i-devicon-dotnetcore","\u002Fcsharp\u002Faspnet","01.csharp\u002F11.aspnet",[656,730,791,869,927,941,967,1057,1111,1182,1212,1289,1346],{"title":657,"icon":658,"path":659,"stem":660,"children":661,"page":59},"Minimal API","i-lucide-network","\u002Fcsharp\u002Faspnet\u002Fminimal-api","01.csharp\u002F11.aspnet\u002F01.minimal-api",[662,666,670,674,678,682,686,690,694,698,702,706,710,714,718,722,726],{"title":663,"path":664,"stem":665},"Вступ до ASP.NET та еволюція фреймворку","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fintroduction","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F01.introduction",{"title":667,"path":668,"stem":669},"Перший додаток на ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Ffirst-application","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F02.first-application",{"title":671,"path":672,"stem":673},"WebApplication, Builder та Dependency Injection","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fwebapplication-builder","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F03.webapplication-builder",{"title":675,"path":676,"stem":677},"Конвеєр запитів та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frequest-pipeline-middleware","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F04.request-pipeline-middleware",{"title":679,"path":680,"stem":681},"Маршрутизація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F05.routing-basics",{"title":683,"path":684,"stem":685},"Маршрутизація в ASP.NET Core: Розширені можливості","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F06.routing-advanced",{"title":687,"path":688,"stem":689},"Статичні файли в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-files","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F07.static-files",{"title":691,"path":692,"stem":693},"Статичні Активи: MapStaticAssets (ASP.NET Core 9.0)","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-assets","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F08.static-assets",{"title":695,"path":696,"stem":697},"Конфігурація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-fundamentals","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F09.configuration-fundamentals",{"title":699,"path":700,"stem":701},"Конфігурація: Паттерн Options","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-options","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F10.configuration-options",{"title":703,"path":704,"stem":705},"Логування в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F11.logging-basics",{"title":707,"path":708,"stem":709},"Логування: Serilog та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F12.logging-advanced",{"title":711,"path":712,"stem":713},"Управління станом: HttpContext.Items та Cookies","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstate-management","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F13.state-management",{"title":715,"path":716,"stem":717},"Стан сесії: Sessions","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fsession-state","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F14.session-state",{"title":719,"path":720,"stem":721},"Структура проєкту: від хаосу до архітектури","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fproject-structure","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F15.project-structure",{"title":723,"path":724,"stem":725},"Scalar у Minimal API: повний проєкт і Fluent OpenAPI","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fscalar-openapi-fluent","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F16.scalar-openapi-fluent",{"title":727,"path":728,"stem":729},"Swagger \u002F Swashbuckle у Minimal API: окремий класичний шлях","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fswagger-swashbuckle","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F17.swagger-swashbuckle",{"title":731,"icon":658,"path":732,"stem":733,"children":734,"page":59},"API","\u002Fcsharp\u002Faspnet\u002Fapi","01.csharp\u002F11.aspnet\u002F02.api",[735,739,743,747,751,755,759,763,767,771,775,779,783,787],{"title":736,"path":737,"stem":738},"Що таке API. Клієнт-серверна архітектура","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fwhat-is-api","01.csharp\u002F11.aspnet\u002F02.api\u002F01.what-is-api",{"title":740,"path":741,"stem":742},"Формати даних: JSON, XML, TOML та бінарні формати","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fdata-formats","01.csharp\u002F11.aspnet\u002F02.api\u002F02.data-formats",{"title":744,"path":745,"stem":746},"Парадигми API та концепція REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-paradigms-rest","01.csharp\u002F11.aspnet\u002F02.api\u002F03.api-paradigms-rest",{"title":748,"path":749,"stem":750},"HTTP-методи, статус-коди та заголовки","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fhttp-methods-status-codes","01.csharp\u002F11.aspnet\u002F02.api\u002F04.http-methods-status-codes",{"title":752,"path":753,"stem":754},"Організація HTTP API за принципами REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Frest-organizing","01.csharp\u002F11.aspnet\u002F02.api\u002F05.rest-organizing",{"title":756,"path":757,"stem":758},"Номенклатура URL та CRUD-операції","\u002Fcsharp\u002Faspnet\u002Fapi\u002Furl-nomenclature-crud","01.csharp\u002F11.aspnet\u002F02.api\u002F06.url-nomenclature-crud",{"title":760,"path":761,"stem":762},"Правила дизайну: іменування та стандарти","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-naming","01.csharp\u002F11.aspnet\u002F02.api\u002F07.api-design-naming",{"title":764,"path":765,"stem":766},"Валідація, ліміти та обробка помилок","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-validation","01.csharp\u002F11.aspnet\u002F02.api\u002F08.api-design-validation",{"title":768,"path":769,"stem":770},"Обробка помилок у Minimal API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Ferror-handling-http","01.csharp\u002F11.aspnet\u002F02.api\u002F09.error-handling-http",{"title":772,"path":773,"stem":774},"Ідемпотентність та синхронізація стану","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fidempotency-sync","01.csharp\u002F11.aspnet\u002F02.api\u002F10.idempotency-sync",{"title":776,"path":777,"stem":778},"Пагінація та організація списків","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fpagination-lists","01.csharp\u002F11.aspnet\u002F02.api\u002F11.pagination-lists",{"title":780,"path":781,"stem":782},"Безпека API, кешування та інтернаціоналізація","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fsecurity-auth","01.csharp\u002F11.aspnet\u002F02.api\u002F12.security-auth",{"title":784,"path":785,"stem":786},"Процес проєктування API та документування","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-process","01.csharp\u002F11.aspnet\u002F02.api\u002F13.api-design-process",{"title":788,"path":789,"stem":790},"OpenAPI: контракт, специфікація та документація API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fopenapi","01.csharp\u002F11.aspnet\u002F02.api\u002F14.openapi",{"title":792,"icon":793,"path":794,"stem":795,"children":796,"page":59},"Auth","i-lucide-shield-check","\u002Fcsharp\u002Faspnet\u002Fauth","01.csharp\u002F11.aspnet\u002F03.auth",[797,801,805,809,813,817,821,825,829,833,837,841,845,849,853,857,861,865],{"title":798,"path":799,"stem":800},"Основи аутентифікації та авторизації","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauth-fundamentals","01.csharp\u002F11.aspnet\u002F03.auth\u002F01.auth-fundamentals",{"title":802,"path":803,"stem":804},"JWT-аутентифікація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fjwt-authentication","01.csharp\u002F11.aspnet\u002F03.auth\u002F02.jwt-authentication",{"title":806,"path":807,"stem":808},"Авторизація: ролі, політики та resource-based доступ","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauthorization-policies","01.csharp\u002F11.aspnet\u002F03.auth\u002F03.authorization-policies",{"title":810,"path":811,"stem":812},"Cookie-аутентифікація та ASP.NET Core Identity","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcookie-auth-identity","01.csharp\u002F11.aspnet\u002F03.auth\u002F04.cookie-auth-identity",{"title":814,"path":815,"stem":816},"JWT + Refresh Tokens (HttpOnly Cookie)","\u002Fcsharp\u002Faspnet\u002Fauth\u002F04b.identity-auth-jwt","01.csharp\u002F11.aspnet\u002F03.auth\u002F04b.identity-auth-jwt",{"title":818,"path":819,"stem":820},"Identity: Підтвердження Email та Скидання Пароля","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-email-confirmation","01.csharp\u002F11.aspnet\u002F03.auth\u002F05.identity-email-confirmation",{"title":822,"path":823,"stem":824},"Identity: Двофакторна Аутентифікація (2FA)","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-two-factor","01.csharp\u002F11.aspnet\u002F03.auth\u002F06.identity-two-factor",{"title":826,"path":827,"stem":828},"Identity: Внутрішня Архітектура та Кастомізація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-internals","01.csharp\u002F11.aspnet\u002F03.auth\u002F07.identity-internals",{"title":830,"path":831,"stem":832},"OAuth 2.0 та зовнішні провайдери","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-external-providers","01.csharp\u002F11.aspnet\u002F03.auth\u002F08.oauth-external-providers",{"title":834,"path":835,"stem":836},"Безпека на практиці: CORS, HTTPS та захист від атак","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fsecurity-hardening","01.csharp\u002F11.aspnet\u002F03.auth\u002F09.security-hardening",{"title":838,"path":839,"stem":840},"Теорія OAuth 2.0: Поняття, Аналогії та Флоу","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-theory","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oauth-theory",{"title":842,"path":843,"stem":844},"OIDC, OAuth 2.0 та Keycloak в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foidc-keycloak","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oidc-keycloak",{"title":846,"path":847,"stem":848},"API Keys аутентифікація в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fapi-keys","01.csharp\u002F11.aspnet\u002F03.auth\u002F11.api-keys",{"title":850,"path":851,"stem":852},"Rate Limiting та Throttling в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frate-limiting","01.csharp\u002F11.aspnet\u002F03.auth\u002F12.rate-limiting",{"title":854,"path":855,"stem":856},"Refresh Token Rotation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frefresh-token-rotation","01.csharp\u002F11.aspnet\u002F03.auth\u002F13.refresh-token-rotation",{"title":858,"path":859,"stem":860},"Certificate Authentication та mTLS в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcertificate-auth","01.csharp\u002F11.aspnet\u002F03.auth\u002F14.certificate-auth",{"title":862,"path":863,"stem":864},"RBAC, ABAC та ReBAC в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frbac-abac-rebac","01.csharp\u002F11.aspnet\u002F03.auth\u002F15.rbac-abac-rebac",{"title":866,"path":867,"stem":868},"Multi-tenancy та ізоляція даних в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fmulti-tenancy","01.csharp\u002F11.aspnet\u002F03.auth\u002F16.multi-tenancy",{"title":870,"icon":871,"path":872,"stem":873,"children":874,"page":59},"Нотифікації","i-lucide-bell","\u002Fcsharp\u002Faspnet\u002Fnotifications","01.csharp\u002F11.aspnet\u002F04.notifications",[875,879,883,887,891,895,899,903,907,911,915,919,923],{"title":876,"path":877,"stem":878},"In-App нотифікації через базу даних","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fin-app-database-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F01.in-app-database-notifications",{"title":880,"path":881,"stem":882},"Polling: Регулярний запит оновлень","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fpolling","01.csharp\u002F11.aspnet\u002F04.notifications\u002F02.polling",{"title":884,"path":885,"stem":886},"Server-Sent Events: Однострімовий push від сервера","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fserver-sent-events","01.csharp\u002F11.aspnet\u002F04.notifications\u002F03.server-sent-events",{"title":888,"path":889,"stem":890},"WebSockets: Двостороннє з'єднання в реальному часі","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fwebsockets","01.csharp\u002F11.aspnet\u002F04.notifications\u002F04.websockets",{"title":892,"path":893,"stem":894},"SignalR: Абстракція над транспортами реального часу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fsignalr","01.csharp\u002F11.aspnet\u002F04.notifications\u002F05.signalr",{"title":896,"path":897,"stem":898},"Background Services: Фонові задачі в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fbackground-services","01.csharp\u002F11.aspnet\u002F04.notifications\u002F06.background-services",{"title":900,"path":901,"stem":902},"Web Push нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fweb-push","01.csharp\u002F11.aspnet\u002F04.notifications\u002F07.web-push",{"title":904,"path":905,"stem":906},"Email нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Femail-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F08.email-notifications",{"title":908,"path":909,"stem":910},"Порівняння підходів: Як вибрати правильну технологію нотифікацій","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fchoosing-the-right-approach","01.csharp\u002F11.aspnet\u002F04.notifications\u002F09.choosing-the-right-approach",{"title":912,"path":913,"stem":914},"Hangfire: Надійне планування фонових задач","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire","01.csharp\u002F11.aspnet\u002F04.notifications\u002F10.hangfire",{"title":916,"path":917,"stem":918},"Практика: Конвертація зображень у WebP через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-image-webp","01.csharp\u002F11.aspnet\u002F04.notifications\u002F11.hangfire-image-webp",{"title":920,"path":921,"stem":922},"Практика: Підготовка відео до HLS-стрімінгу через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-video-hls","01.csharp\u002F11.aspnet\u002F04.notifications\u002F12.hangfire-video-hls",{"title":924,"path":925,"stem":926},"Telegram-нотифікації: від одного повідомлення до масових розсилок і мульти-канального підходу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Ftelegram-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F13.telegram-notifications",{"title":928,"icon":929,"path":930,"stem":931,"children":932,"page":59},"Інтернаціоналізація","i-lucide-languages","\u002Fcsharp\u002Faspnet\u002Fi18n","01.csharp\u002F11.aspnet\u002F05.i18n",[933,937],{"title":934,"path":935,"stem":936},"Інтернаціоналізація (i18n) у Minimal API: від A до Я","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Finternationalization","01.csharp\u002F11.aspnet\u002F05.i18n\u002F01.internationalization",{"title":938,"path":939,"stem":940},"Humanizer: людиномовні рядки у .NET","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Fhumanizer","01.csharp\u002F11.aspnet\u002F05.i18n\u002F02.humanizer",{"title":942,"icon":943,"path":944,"stem":945,"children":946,"page":59},"Кешування","i-lucide-layers","\u002Fcsharp\u002Faspnet\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching",[947,951,955,959,963],{"title":948,"path":949,"stem":950},"Огляд кешування: чотири рівні і коли що обирати","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching\u002F01.caching",{"title":952,"path":953,"stem":954},"IMemoryCache: кеш в оперативній пам'яті","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fmemory-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F02.memory-cache",{"title":956,"path":957,"stem":958},"IDistributedCache і Redis: розподілений кеш","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fdistributed-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F03.distributed-cache",{"title":960,"path":961,"stem":962},"Response Cache: HTTP-кешування через Cache-Control","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fresponse-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F04.response-cache",{"title":964,"path":965,"stem":966},"Output Cache: серверний кеш HTTP-відповідей (.NET 7+)","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Foutput-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F05.output-cache",{"title":968,"icon":969,"path":970,"stem":971,"children":972,"page":59},"Тестування","i-lucide-test-tube","\u002Fcsharp\u002Faspnet\u002Ftesting","01.csharp\u002F11.aspnet\u002F07.testing",[973,977,981,985,989,993,997,1001,1005,1009,1013,1017,1021,1025,1029,1033,1037,1041,1045,1049,1053],{"title":974,"path":975,"stem":976},"Що таке тестування? Від інтуїції до науки","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-is-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F01.what-is-testing",{"title":978,"path":979,"stem":980},"Піраміда тестування — Стратегія, а не Догма","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-pyramid","01.csharp\u002F11.aspnet\u002F07.testing\u002F02.testing-pyramid",{"title":982,"path":983,"stem":984},"Дві Школи Тестування — Лондон проти Детройту","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-schools","01.csharp\u002F11.aspnet\u002F07.testing\u002F03.testing-schools",{"title":986,"path":987,"stem":988},"TDD та BDD — Тести як Дизайн-інструмент","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftdd-and-bdd","01.csharp\u002F11.aspnet\u002F07.testing\u002F04.tdd-and-bdd",{"title":990,"path":991,"stem":992},"Що саме тестувати — Техніки аналізу та Циклomatична складність","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-to-test","01.csharp\u002F11.aspnet\u002F07.testing\u002F05.what-to-test",{"title":994,"path":995,"stem":996},"Тестові Фреймворки — Навіщо вони і що всередині","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftest-frameworks","01.csharp\u002F11.aspnet\u002F07.testing\u002F06.test-frameworks",{"title":998,"path":999,"stem":1000},"xUnit — Факти, Теорії та Lifecycle тестів","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-basics","01.csharp\u002F11.aspnet\u002F07.testing\u002F07.xunit-basics",{"title":1002,"path":1003,"stem":1004},"xUnit Advanced — Fixtures, Кастомізація та Розширення","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F08.xunit-advanced",{"title":1006,"path":1007,"stem":1008},"Moq — Глибоке занурення в мокування","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fmocking-with-moq","01.csharp\u002F11.aspnet\u002F07.testing\u002F09.mocking-with-moq",{"title":1010,"path":1011,"stem":1012},"Тестування Баз Даних — EF Core, SQLite та Testcontainers","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fdatabase-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F10.database-testing",{"title":1014,"path":1015,"stem":1016},"Integration Testing — Частина 1 [Теорія та WebApplicationFactory]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F11.integration-testing",{"title":1018,"path":1019,"stem":1020},"Інтеграційне тестування — Практика","\u002Fcsharp\u002Faspnet\u002Ftesting\u002F11a.integration-testing-practice","01.csharp\u002F11.aspnet\u002F07.testing\u002F11a.integration-testing-practice",{"title":1022,"path":1023,"stem":1024},"Integration Testing — Частина 2 [Просунуті Сценарії та Testcontainers]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F12.integration-testing-advanced",{"title":1026,"path":1027,"stem":1028},"Професійний Postman: Колекції, Змінні та GitHub Інтеграція","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fpostman-professional","01.csharp\u002F11.aspnet\u002F07.testing\u002F13.postman-professional",{"title":1030,"path":1031,"stem":1032},"HttpClient у Тестах Частина 1: Архітектура та MockHttpMessageHandler","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fhttpclient-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F14.httpclient-testing",{"title":1034,"path":1035,"stem":1036},"HttpClient у Тестах Частина 2: WireMock.Net та Resilience","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwiremock-net","01.csharp\u002F11.aspnet\u002F07.testing\u002F15.wiremock-net",{"title":1038,"path":1039,"stem":1040},"Патерни та Анти-патерни Тестування: Test Smells","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-patterns","01.csharp\u002F11.aspnet\u002F07.testing\u002F16.testing-patterns",{"title":1042,"path":1043,"stem":1044},"Просунуті інструменти: Time, Snapshots та Властивості","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fadvanced-testing-tools","01.csharp\u002F11.aspnet\u002F07.testing\u002F17.advanced-testing-tools",{"title":1046,"path":1047,"stem":1048},"Тестування Архітектури з NetArchTest","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Farchitecture-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F18.architecture-testing",{"title":1050,"path":1051,"stem":1052},"Тестування Продуктивності: BenchmarkDotNet, NBomber та k6","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fperformance-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F19.performance-testing",{"title":1054,"path":1055,"stem":1056},"Залишок плану для курсу \"Тестування ASP.NET Minimal API\"","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fremaining_plan","01.csharp\u002F11.aspnet\u002F07.testing\u002Fremaining_plan",{"title":1058,"icon":1059,"path":1060,"stem":1061,"children":1062,"page":59},"Платежі","i-lucide-credit-card","\u002Fcsharp\u002Faspnet\u002Fpayments","01.csharp\u002F11.aspnet\u002F08.payments",[1063,1067,1071,1075,1079,1083,1087,1091,1095,1099,1103,1107],{"title":1064,"path":1065,"stem":1066},"Основи платіжної інфраструктури","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-fundamentals","01.csharp\u002F11.aspnet\u002F08.payments\u002F01.payment-fundamentals",{"title":1068,"path":1069,"stem":1070},"Методи оплати в Україні","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-methods-ukraine","01.csharp\u002F11.aspnet\u002F08.payments\u002F02.payment-methods-ukraine",{"title":1072,"path":1073,"stem":1074},"PCI DSS та безпека платежів","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpci-dss-security","01.csharp\u002F11.aspnet\u002F08.payments\u002F03.pci-dss-security",{"title":1076,"path":1077,"stem":1078},"Архітектура платіжної підсистеми","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-architecture","01.csharp\u002F11.aspnet\u002F08.payments\u002F04.payment-architecture",{"title":1080,"path":1081,"stem":1082},"Інтеграція LiqPay (ПриватБанк)","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fliqpay-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F05.liqpay-integration",{"title":1084,"path":1085,"stem":1086},"Інтеграція Monobank Acquiring API","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fmonobank-acquiring","01.csharp\u002F11.aspnet\u002F08.payments\u002F06.monobank-acquiring",{"title":1088,"path":1089,"stem":1090},"Інтеграція Stripe","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fstripe-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F07.stripe-integration",{"title":1092,"path":1093,"stem":1094},"Webhooks — глибоке занурення","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fwebhooks-deep-dive","01.csharp\u002F11.aspnet\u002F08.payments\u002F08.webhooks-deep-dive",{"title":1096,"path":1097,"stem":1098},"Підписки та рекурентні платежі","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fsubscriptions-recurring","01.csharp\u002F11.aspnet\u002F08.payments\u002F09.subscriptions-recurring",{"title":1100,"path":1101,"stem":1102},"Повернення коштів та диспути","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Frefunds-disputes","01.csharp\u002F11.aspnet\u002F08.payments\u002F10.refunds-disputes",{"title":1104,"path":1105,"stem":1106},"Тестування платіжних інтеграцій","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Ftesting-payments","01.csharp\u002F11.aspnet\u002F08.payments\u002F11.testing-payments",{"title":1108,"path":1109,"stem":1110},"Чекліст виходу в Production","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fproduction-checklist","01.csharp\u002F11.aspnet\u002F08.payments\u002F12.production-checklist",{"title":1112,"icon":1113,"items":1114,"path":1127,"stem":1128,"children":1129,"page":59},"Популярні бібліотеки","lucide:box",[1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126],"01.fluent-validation","02.mapster","03.erroror-result-pattern","04.serilog","05.mediatr","06.polly","07.health-checks","08.feature-management","09.fluent-email","10.quest-pdf","11.bogus","12.humanizer-guard","\u002Fcsharp\u002Faspnet\u002Flibraries","01.csharp\u002F11.aspnet\u002F09.libraries",[1130,1134,1138,1142,1146,1150,1154,1158,1162,1166,1170,1174,1178],{"title":1131,"path":1132,"stem":1133},"Валідація з FluentValidation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-validation","01.csharp\u002F11.aspnet\u002F09.libraries\u002F01.fluent-validation",{"title":1135,"path":1136,"stem":1137},"Маппінг об","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmapster","01.csharp\u002F11.aspnet\u002F09.libraries\u002F02.mapster",{"title":1139,"path":1140,"stem":1141},"Обробка помилок з ErrorOr та Result Pattern в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ferroror-result-pattern","01.csharp\u002F11.aspnet\u002F09.libraries\u002F03.erroror-result-pattern",{"title":1143,"path":1144,"stem":1145},"Структуроване логування з Serilog в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fserilog","01.csharp\u002F11.aspnet\u002F09.libraries\u002F04.serilog",{"title":1147,"path":1148,"stem":1149},"CQRS та Mediator з MediatR в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmediatr","01.csharp\u002F11.aspnet\u002F09.libraries\u002F05.mediatr",{"title":1151,"path":1152,"stem":1153},"Відмовостійкість з Polly в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fpolly","01.csharp\u002F11.aspnet\u002F09.libraries\u002F06.polly",{"title":1155,"path":1156,"stem":1157},"Health Checks в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F09.libraries\u002F07.health-checks",{"title":1159,"path":1160,"stem":1161},"Feature Management та Feature Flags в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffeature-management","01.csharp\u002F11.aspnet\u002F09.libraries\u002F08.feature-management",{"title":1163,"path":1164,"stem":1165},"Відправка Email з FluentEmail в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-email","01.csharp\u002F11.aspnet\u002F09.libraries\u002F09.fluent-email",{"title":1167,"path":1168,"stem":1169},"Генерація PDF з QuestPDF в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fquest-pdf","01.csharp\u002F11.aspnet\u002F09.libraries\u002F10.quest-pdf",{"title":1171,"path":1172,"stem":1173},"Генерація тестових даних з Bogus в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fbogus","01.csharp\u002F11.aspnet\u002F09.libraries\u002F11.bogus",{"title":1175,"path":1176,"stem":1177},"Humanizer та Guard Clauses в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhumanizer-guard","01.csharp\u002F11.aspnet\u002F09.libraries\u002F12.humanizer-guard",{"title":1179,"path":1180,"stem":1181},"План модуля 10.libraries — Популярні бібліотеки ASP.NET","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fplan","01.csharp\u002F11.aspnet\u002F09.libraries\u002Fplan",{"title":1183,"icon":1184,"path":1185,"stem":1186,"children":1187,"page":59},"Razor Pages","i-lucide-layout-template","\u002Fcsharp\u002Faspnet\u002Frazor-pages","01.csharp\u002F11.aspnet\u002F10.razor-pages",[1188,1192,1196,1200,1204,1208],{"title":1189,"path":1190,"stem":1191},"Від Minimal API до Razor Pages: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ffrom-minimal-api","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F01.from-minimal-api",{"title":1193,"path":1194,"stem":1195},"PageModel: логіка сторінки Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fpage-model","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F02.page-model",{"title":1197,"path":1198,"stem":1199},"Razor синтаксис: шаблонізатор у .cshtml","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Frazor-syntax","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F03.razor-syntax",{"title":1201,"path":1202,"stem":1203},"Tag Helpers: типізований HTML","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ftag-helpers","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F04.tag-helpers",{"title":1205,"path":1206,"stem":1207},"Форми і валідація: повний цикл обробки даних","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fforms-validation","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F05.forms-validation",{"title":1209,"path":1210,"stem":1211},"Практичний проєкт: TaskManager на Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fproject-task-manager","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F06.project-task-manager",{"title":1213,"path":1214,"stem":1215,"children":1216,"page":59},"ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc","01.csharp\u002F11.aspnet\u002F11.mvc",[1217,1221,1225,1229,1233,1237,1241,1245,1249,1253,1257,1261,1265,1269,1273,1277,1281,1285],{"title":1218,"path":1219,"stem":1220},"Патерн MVC: архітектура, що змінила веб","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-pattern","01.csharp\u002F11.aspnet\u002F11.mvc\u002F01.mvc-pattern",{"title":1222,"path":1223,"stem":1224},"Від Razor Pages до MVC: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffrom-razor-pages","01.csharp\u002F11.aspnet\u002F11.mvc\u002F02.from-razor-pages",{"title":1226,"path":1227,"stem":1228},"Controllers та Actions: серце MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fcontrollers-actions","01.csharp\u002F11.aspnet\u002F11.mvc\u002F03.controllers-actions",{"title":1230,"path":1231,"stem":1232},"Маршрутизація в MVC: Convention vs Attribute Routing","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Frouting-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F04.routing-mvc",{"title":1234,"path":1235,"stem":1236},"Model Binding: від HTTP до C#","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmodel-binding","01.csharp\u002F11.aspnet\u002F11.mvc\u002F05.model-binding",{"title":1238,"path":1239,"stem":1240},"Views, ViewData, ViewBag, TempData і ViewModel","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fviews-viewdata-tempdata","01.csharp\u002F11.aspnet\u002F11.mvc\u002F06.views-viewdata-tempdata",{"title":1242,"path":1243,"stem":1244},"Filters: аспектно-орієнтоване програмування в MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffilters","01.csharp\u002F11.aspnet\u002F11.mvc\u002F07.filters",{"title":1246,"path":1247,"stem":1248},"Areas: структурування великих застосунків","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fareas","01.csharp\u002F11.aspnet\u002F11.mvc\u002F08.areas",{"title":1250,"path":1251,"stem":1252},"View Components: повторювані незалежні блоки UI","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fview-components","01.csharp\u002F11.aspnet\u002F11.mvc\u002F09.view-components",{"title":1254,"path":1255,"stem":1256},"Display та Editor Templates","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fdisplay-editor-templates","01.csharp\u002F11.aspnet\u002F11.mvc\u002F10.display-editor-templates",{"title":1258,"path":1259,"stem":1260},"Валідація: IValidatableObject та FluentValidation","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fvalidation-advanced","01.csharp\u002F11.aspnet\u002F11.mvc\u002F11.validation-advanced",{"title":1262,"path":1263,"stem":1264},"HTMX: інтерактивність через HTML-атрибути","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx","01.csharp\u002F11.aspnet\u002F11.mvc\u002F12.htmx",{"title":1266,"path":1267,"stem":1268},"HTMX у ASP.NET Core MVC: серверна інтеграція","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fajax-htmx-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F13.ajax-htmx-mvc",{"title":1270,"path":1271,"stem":1272},"Практичний проєкт: Каталог товарів з HTMX","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F14.htmx-project",{"title":1274,"path":1275,"stem":1276},"Завантаження та обробка файлів","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffile-upload","01.csharp\u002F11.aspnet\u002F11.mvc\u002F15.file-upload",{"title":1278,"path":1279,"stem":1280},"Глобалізація та Локалізація MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fglobalization-localization","01.csharp\u002F11.aspnet\u002F11.mvc\u002F16.globalization-localization",{"title":1282,"path":1283,"stem":1284},"Підсумковий проєкт: Блог-платформа","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F17.mvc-project",{"title":1286,"path":1287,"stem":1288},"План курсу: ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fplan","01.csharp\u002F11.aspnet\u002F11.mvc\u002Fplan",{"title":1290,"path":1291,"stem":1292,"children":1293,"page":59},"Web Api","\u002Fcsharp\u002Faspnet\u002Fweb-api","01.csharp\u002F11.aspnet\u002F12.web-api",[1294,1298,1302,1306,1310,1314,1318,1322,1326,1330,1334,1338,1342],{"title":1295,"path":1296,"stem":1297},"Від Minimal API до Controller-based API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffrom-minimal-api-to-controllers","01.csharp\u002F11.aspnet\u002F12.web-api\u002F01.from-minimal-api-to-controllers",{"title":1299,"path":1300,"stem":1301},"ControllerBase, ActionResult\u003CT> та Response Types","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontroller-base-actionresult","01.csharp\u002F11.aspnet\u002F12.web-api\u002F02.controller-base-actionresult",{"title":1303,"path":1304,"stem":1305},"Content Negotiation - JSON, XML та власні форматери","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontent-negotiation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F03.content-negotiation",{"title":1307,"path":1308,"stem":1309},"Версіонування API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-versioning","01.csharp\u002F11.aspnet\u002F12.web-api\u002F04.api-versioning",{"title":1311,"path":1312,"stem":1313},"ProblemDetails та структурована обробка помилок","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fproblemdetails-error-handling","01.csharp\u002F11.aspnet\u002F12.web-api\u002F05.problemdetails-error-handling",{"title":1315,"path":1316,"stem":1317},"Фільтри у Web API контексті","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffilters-for-api","01.csharp\u002F11.aspnet\u002F12.web-api\u002F06.filters-for-api",{"title":1319,"path":1320,"stem":1321},"Пагінація, фільтрація та сортування","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fpagination-filtering-sorting","01.csharp\u002F11.aspnet\u002F12.web-api\u002F07.pagination-filtering-sorting",{"title":1323,"path":1324,"stem":1325},"HATEOAS та Resource Expansion","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhateoas-resource-expansion","01.csharp\u002F11.aspnet\u002F12.web-api\u002F08.hateoas-resource-expansion",{"title":1327,"path":1328,"stem":1329},"Гібридна архітектура - Minimal API + Controllers","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fminimal-api-vs-controllers-hybrid","01.csharp\u002F11.aspnet\u002F12.web-api\u002F09.minimal-api-vs-controllers-hybrid",{"title":1331,"path":1332,"stem":1333},"Документація API - Swashbuckle, NSwag та генерація клієнтів","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-documentation-generation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F10.api-documentation-generation",{"title":1335,"path":1336,"stem":1337},"Health Checks та моніторинг API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhealth-checks-monitoring","01.csharp\u002F11.aspnet\u002F12.web-api\u002F11.health-checks-monitoring",{"title":1339,"path":1340,"stem":1341},"Підсумковий проєкт - Production-Ready REST API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fweb-api-project","01.csharp\u002F11.aspnet\u002F12.web-api\u002F12.web-api-project",{"title":1343,"path":1344,"stem":1345},"План курсу: ASP.NET Core Web API (Controllers)","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fplan","01.csharp\u002F11.aspnet\u002F12.web-api\u002Fplan",{"title":1347,"icon":1348,"path":1349,"stem":1350,"children":1351,"page":59},"Моніторинг","i-lucide-activity","\u002Fcsharp\u002Faspnet\u002Fmonitoring","01.csharp\u002F11.aspnet\u002F13.monitoring",[1352,1356,1360],{"title":1353,"path":1354,"stem":1355},"Спостережуваність: від console.log до production-систем","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fobservability-intro","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F01.observability-intro",{"title":1357,"path":1358,"stem":1359},"Health Checks: перший рівень observability","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F02.health-checks",{"title":1361,"path":1362,"stem":1363},"Вбудовані метрики .NET 10 та System.Diagnostics.Metrics","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fdotnet-metrics","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F03.dotnet-metrics",{"title":1365,"icon":1366,"path":1367,"stem":1368,"children":1369,"page":59},"Desktop UI","i-lucide-app-window","\u002Fcsharp\u002Fdesktop-ui","01.csharp\u002F12.desktop-ui",[1370,1374,1378,1382,1386,1390,1394,1398,1402,1406,1410,1414,1418,1422,1426,1430,1434,1438,1442,1446,1450,1454,1458,1462,1466,1470,1474,1478,1482,1486,1490,1494,1498,1502,1506,1510,1514,1518,1522,1526,1530,1534,1538,1542,1546,1550,1554,1558,1562,1566,1570,1574,1578,1582,1586,1590,1594,1598,1602,1606,1610,1614,1618,1622,1626,1630,1634,1638,1642,1646,1650],{"title":1371,"path":1372,"stem":1373},"Що таке десктопна розробка?","\u002Fcsharp\u002Fdesktop-ui\u002Fwhat-is-desktop-dev","01.csharp\u002F12.desktop-ui\u002F01.what-is-desktop-dev",{"title":1375,"path":1376,"stem":1377},"Архітектура WPF — як влаштований графічний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-architecture","01.csharp\u002F12.desktop-ui\u002F02.wpf-architecture",{"title":1379,"path":1380,"stem":1381},"Перший WPF-проєкт — від нуля до вікна","\u002Fcsharp\u002Fdesktop-ui\u002Ffirst-wpf-app","01.csharp\u002F12.desktop-ui\u002F03.first-wpf-app",{"title":1383,"path":1384,"stem":1385},"Перший Avalonia-проєкт: WPF для всіх платформ","\u002Fcsharp\u002Fdesktop-ui\u002F03a.first-avalonia-app","01.csharp\u002F12.desktop-ui\u002F03a.first-avalonia-app",{"title":1387,"path":1388,"stem":1389},"XAML: декларативний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-basics","01.csharp\u002F12.desktop-ui\u002F04.xaml-basics",{"title":1391,"path":1392,"stem":1393},"Fluent UI у WPF — сучасний дизайн Windows 11","\u002Fcsharp\u002Fdesktop-ui\u002F04a.wpf-fluent-ui","01.csharp\u002F12.desktop-ui\u002F04a.wpf-fluent-ui",{"title":1395,"path":1396,"stem":1397},"WPF UI — сучасна бібліотека Fluent контролів","\u002Fcsharp\u002Fdesktop-ui\u002F04b.wpf-ui-library","01.csharp\u002F12.desktop-ui\u002F04b.wpf-ui-library",{"title":1399,"path":1400,"stem":1401},"HandyControl — велика бібліотека UI контролів для WPF","\u002Fcsharp\u002Fdesktop-ui\u002F04c.handycontrol-library","01.csharp\u002F12.desktop-ui\u002F04c.handycontrol-library",{"title":1403,"path":1404,"stem":1405},"Простори імен та ресурси XAML","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-namespaces-resources","01.csharp\u002F12.desktop-ui\u002F05.xaml-namespaces-resources",{"title":1407,"path":1408,"stem":1409},"XAML в Avalonia: ключові відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F05a.avalonia-xaml-differences","01.csharp\u002F12.desktop-ui\u002F05a.avalonia-xaml-differences",{"title":1411,"path":1412,"stem":1413},"Розширення розмітки XAML (Markup Extensions)","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-markup-extensions","01.csharp\u002F12.desktop-ui\u002F06.xaml-markup-extensions",{"title":1415,"path":1416,"stem":1417},"Панелі Layout: StackPanel, WrapPanel, DockPanel","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part1","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part1",{"title":1419,"path":1420,"stem":1421},"Grid, Canvas, UniformGrid","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part2","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part2",{"title":1423,"path":1424,"stem":1425},"Просунуті техніки Layout","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-advanced","01.csharp\u002F12.desktop-ui\u002F08.layout-advanced",{"title":1427,"path":1428,"stem":1429},"Адаптивний Layout та найкращі практики","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-responsive","01.csharp\u002F12.desktop-ui\u002F09.layout-responsive",{"title":1431,"path":1432,"stem":1433},"Layout в Avalonia: відмінності та нові можливості","\u002Fcsharp\u002Fdesktop-ui\u002F09a.layout-avalonia","01.csharp\u002F12.desktop-ui\u002F09a.layout-avalonia",{"title":1435,"path":1436,"stem":1437},"Button, Image, ProgressBar та інші базові контроли","\u002Fcsharp\u002Fdesktop-ui\u002Fbasic-controls","01.csharp\u002F12.desktop-ui\u002F10.basic-controls",{"title":1439,"path":1440,"stem":1441},"Контроли в Avalonia: відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F10a.controls-avalonia","01.csharp\u002F12.desktop-ui\u002F10a.controls-avalonia",{"title":1443,"path":1444,"stem":1445},"Текстові контроли — TextBlock, TextBox, RichTextBox","\u002Fcsharp\u002Fdesktop-ui\u002Ftext-controls","01.csharp\u002F12.desktop-ui\u002F11.text-controls",{"title":1447,"path":1448,"stem":1449},"Контроли вибору — CheckBox, RadioButton, ComboBox, ListBox, DatePicker","\u002Fcsharp\u002Fdesktop-ui\u002Fselection-controls","01.csharp\u002F12.desktop-ui\u002F12.selection-controls",{"title":1451,"path":1452,"stem":1453},"Content Model — GroupBox, Expander, TabControl, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fcontent-controls","01.csharp\u002F12.desktop-ui\u002F13.content-controls",{"title":1455,"path":1456,"stem":1457},"UI\u002FUX принципи десктопних застосунків","\u002Fcsharp\u002Fdesktop-ui\u002F13a.ui-ux-principles","01.csharp\u002F12.desktop-ui\u002F13a.ui-ux-principles",{"title":1459,"path":1460,"stem":1461},"Dependency Properties — Концепція та Value Resolution","\u002Fcsharp\u002Fdesktop-ui\u002Fdependency-properties-part1","01.csharp\u002F12.desktop-ui\u002F14.dependency-properties-part1",{"title":1463,"path":1464,"stem":1465},"Avalonia Property System — StyledProperty та DirectProperty","\u002Fcsharp\u002Fdesktop-ui\u002F14a.avalonia-property-system","01.csharp\u002F12.desktop-ui\u002F14a.avalonia-property-system",{"title":1467,"path":1468,"stem":1469},"Attached Properties — Властивості без меж","\u002Fcsharp\u002Fdesktop-ui\u002Fattached-properties","01.csharp\u002F12.desktop-ui\u002F15.attached-properties",{"title":1471,"path":1472,"stem":1473},"Routed Events — Маршрутизація подій у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Frouted-events","01.csharp\u002F12.desktop-ui\u002F16.routed-events",{"title":1475,"path":1476,"stem":1477},"Data Binding — Від Code-Behind до Декларативності","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part1","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part1",{"title":1479,"path":1480,"stem":1481},"INotifyPropertyChanged — Живе оновлення UI","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part2","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part2",{"title":1483,"path":1484,"stem":1485},"Compiled Bindings в Avalonia — Безпека на етапі компіляції","\u002Fcsharp\u002Fdesktop-ui\u002F17a.avalonia-compiled-bindings","01.csharp\u002F12.desktop-ui\u002F17a.avalonia-compiled-bindings",{"title":1487,"path":1488,"stem":1489},"Просунутий Data Binding — ElementName, RelativeSource, MultiBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-advanced","01.csharp\u002F12.desktop-ui\u002F18.data-binding-advanced",{"title":1491,"path":1492,"stem":1493},"Value Converters — Перетворення типів даних у Data Binding","\u002Fcsharp\u002Fdesktop-ui\u002Fvalue-converters","01.csharp\u002F12.desktop-ui\u002F19.value-converters",{"title":1495,"path":1496,"stem":1497},"Data Templates — Візуалізація об'єктів у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-templates","01.csharp\u002F12.desktop-ui\u002F20.data-templates",{"title":1499,"path":1500,"stem":1501},"Collections Binding Part 1 — ObservableCollection та ItemsControl","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part1","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part1",{"title":1503,"path":1504,"stem":1505},"Collections Binding Part 2 — ICollectionView, Filtering, Sorting та Virtualization","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part2","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part2",{"title":1507,"path":1508,"stem":1509},"MVVM Pattern — Від Spaghetti Code до архітектури","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-pattern","01.csharp\u002F12.desktop-ui\u002F22.mvvm-pattern",{"title":1511,"path":1512,"stem":1513},"ViewModel Implementation — Від BaseViewModel до валідації","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-implementation","01.csharp\u002F12.desktop-ui\u002F23.viewmodel-implementation",{"title":1515,"path":1516,"stem":1517},"Commands — Від event handlers до декларативних команд","\u002Fcsharp\u002Fdesktop-ui\u002Fcommands","01.csharp\u002F12.desktop-ui\u002F24.commands",{"title":1519,"path":1520,"stem":1521},"MVVM Toolkit — MVVM без boilerplate через Source Generators","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-toolkit","01.csharp\u002F12.desktop-ui\u002F25.mvvm-toolkit",{"title":1523,"path":1524,"stem":1525},"Messenger Pattern — Комунікація між ViewModel без прямих посилань","\u002Fcsharp\u002Fdesktop-ui\u002Fmessenger-pattern","01.csharp\u002F12.desktop-ui\u002F26.messenger-pattern",{"title":1527,"path":1528,"stem":1529},"Стилі WPF — CSS для десктопу","\u002Fcsharp\u002Fdesktop-ui\u002Fstyles-basics","01.csharp\u002F12.desktop-ui\u002F27.styles-basics",{"title":1531,"path":1532,"stem":1533},"CSS-like стилі Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F27a.avalonia-css-styling","01.csharp\u002F12.desktop-ui\u002F27a.avalonia-css-styling",{"title":1535,"path":1536,"stem":1537},"Control Templates — Частина 1. Концепція та TemplateBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part1","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part1",{"title":1539,"path":1540,"stem":1541},"Control Templates — Частина 2. Named Parts та ContentPresenter","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part2","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part2",{"title":1543,"path":1544,"stem":1545},"Control Themes в Avalonia — нова ера стилізації","\u002Fcsharp\u002Fdesktop-ui\u002F28a.avalonia-control-themes","01.csharp\u002F12.desktop-ui\u002F28a.avalonia-control-themes",{"title":1547,"path":1548,"stem":1549},"Triggers та Visual State Manager у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Ftriggers-visual-states","01.csharp\u002F12.desktop-ui\u002F29.triggers-visual-states",{"title":1551,"path":1552,"stem":1553},"Pseudo-classes в Avalonia — замість WPF Triggers","\u002Fcsharp\u002Fdesktop-ui\u002F29a.avalonia-pseudo-classes","01.csharp\u002F12.desktop-ui\u002F29a.avalonia-pseudo-classes",{"title":1555,"path":1556,"stem":1557},"Теми та ресурсні словники у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fresources-themes","01.csharp\u002F12.desktop-ui\u002F30.resources-themes",{"title":1559,"path":1560,"stem":1561},"Avalonia Themes — Fluent Design та система тематизації","\u002Fcsharp\u002Fdesktop-ui\u002F30a.avalonia-themes-fluent","01.csharp\u002F12.desktop-ui\u002F30a.avalonia-themes-fluent",{"title":1563,"path":1564,"stem":1565},"Контроли колекцій — глибоке занурення","\u002Fcsharp\u002Fdesktop-ui\u002Fcollection-controls","01.csharp\u002F12.desktop-ui\u002F31.collection-controls",{"title":1567,"path":1568,"stem":1569},"DataGrid — колонки та базове відображення","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part1","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part1",{"title":1571,"path":1572,"stem":1573},"DataGrid — сортування, фільтрація, редагування","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part2","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part2",{"title":1575,"path":1576,"stem":1577},"TreeView та GridView","\u002Fcsharp\u002Fdesktop-ui\u002Ftreeview-listview","01.csharp\u002F12.desktop-ui\u002F33.treeview-listview",{"title":1579,"path":1580,"stem":1581},"Меню, Toolbar, ContextMenu, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fmenus-toolbars","01.csharp\u002F12.desktop-ui\u002F34.menus-toolbars",{"title":1583,"path":1584,"stem":1585},"Навігація та керування вікнами. Частина 1: вікна та сторінки","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part1","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part1",{"title":1587,"path":1588,"stem":1589},"Навігація та керування вікнами. Частина 2: MVVM-навігація","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part2","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part2",{"title":1591,"path":1592,"stem":1593},"Avalonia — Навігація та діалоги","\u002Fcsharp\u002Fdesktop-ui\u002F35a.avalonia-navigation-dialogs","01.csharp\u002F12.desktop-ui\u002F35a.avalonia-navigation-dialogs",{"title":1595,"path":1596,"stem":1597},"Діалоги та File Pickers у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdialogs-file-pickers","01.csharp\u002F12.desktop-ui\u002F36.dialogs-file-pickers",{"title":1599,"path":1600,"stem":1601},"UserControl: компонентний підхід у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fuser-controls","01.csharp\u002F12.desktop-ui\u002F37.user-controls",{"title":1603,"path":1604,"stem":1605},"Custom Controls: Lookless Controls у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fcustom-controls","01.csharp\u002F12.desktop-ui\u002F38.custom-controls",{"title":1607,"path":1608,"stem":1609},"Avalonia TemplatedControl — Lookless Controls","\u002Fcsharp\u002Fdesktop-ui\u002F38a.avalonia-templated-controls","01.csharp\u002F12.desktop-ui\u002F38a.avalonia-templated-controls",{"title":1611,"path":1612,"stem":1613},"Анімації у WPF: Storyboard та Easing Functions","\u002Fcsharp\u002Fdesktop-ui\u002Fanimations-transitions","01.csharp\u002F12.desktop-ui\u002F39.animations-transitions",{"title":1615,"path":1616,"stem":1617},"Анімації в Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F39a.avalonia-animations","01.csharp\u002F12.desktop-ui\u002F39a.avalonia-animations",{"title":1619,"path":1620,"stem":1621},"2D Графіка та Мультимедіа у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fmedia-graphics","01.csharp\u002F12.desktop-ui\u002F40.media-graphics",{"title":1623,"path":1624,"stem":1625},"Dependency Injection у WPF та Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Fdi-integration","01.csharp\u002F12.desktop-ui\u002F41.di-integration",{"title":1627,"path":1628,"stem":1629},"SQLite та EF Core у десктопних додатках","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part1","01.csharp\u002F12.desktop-ui\u002F42.data-persistence-part1",{"title":1631,"path":1632,"stem":1633},"Repository Pattern та Unit of Work","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part2","01.csharp\u002F12.desktop-ui\u002F43.data-persistence-part2",{"title":1635,"path":1636,"stem":1637},"Тестування ViewModels","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-testing","01.csharp\u002F12.desktop-ui\u002F44.viewmodel-testing",{"title":1639,"path":1640,"stem":1641},"Avalonia Headless Testing — тестування UI без вікон","\u002Fcsharp\u002Fdesktop-ui\u002F44a.avalonia-headless-testing","01.csharp\u002F12.desktop-ui\u002F44a.avalonia-headless-testing",{"title":1643,"path":1644,"stem":1645},"Кросплатформна розробка з Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-cross-platform","01.csharp\u002F12.desktop-ui\u002F45.avalonia-cross-platform",{"title":1647,"path":1648,"stem":1649},"Пакування та розгортання Avalonia додатків","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F46.avalonia-packaging-deployment",{"title":1651,"path":1652,"stem":1653},"Розгортання WPF застосунків","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F47.wpf-packaging-deployment",{"title":1655,"icon":658,"path":1656,"stem":1657,"children":1658,"page":59},"Network Programming","\u002Fcsharp\u002Fnetwork-programming","01.csharp\u002F13.network-programming",[1659,1663,1667,1671,1675,1679,1683,1687,1691,1695,1699],{"title":1660,"path":1661,"stem":1662},"Основи комп'ютерних мереж","\u002Fcsharp\u002Fnetwork-programming\u002Ffoundations","01.csharp\u002F13.network-programming\u002F01.foundations",{"title":1664,"path":1665,"stem":1666},"Модель OSI та стек TCP\u002FIP","\u002Fcsharp\u002Fnetwork-programming\u002Fosi-model","01.csharp\u002F13.network-programming\u002F02.osi-model",{"title":1668,"path":1669,"stem":1670},"IP-протокол та адресація","\u002Fcsharp\u002Fnetwork-programming\u002Fip-addressing","01.csharp\u002F13.network-programming\u002F03.ip-addressing",{"title":1672,"path":1673,"stem":1674},"UDP — протокол без з'єднання","\u002Fcsharp\u002Fnetwork-programming\u002Fudp","01.csharp\u002F13.network-programming\u002F05.udp",{"title":1676,"path":1677,"stem":1678},"UDP Broadcast та Multicast","\u002Fcsharp\u002Fnetwork-programming\u002Fudp-broadcast-multicast","01.csharp\u002F13.network-programming\u002F06.udp-broadcast-multicast",{"title":1680,"path":1681,"stem":1682},"HTTP — протокол вебу","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-fundamentals","01.csharp\u002F13.network-programming\u002F07.http-fundamentals",{"title":1684,"path":1685,"stem":1686},"HttpListener — вбудований HTTP-сервер .NET","\u002Fcsharp\u002Fnetwork-programming\u002F07a.http-listener","01.csharp\u002F13.network-programming\u002F07a.http-listener",{"title":1688,"path":1689,"stem":1690},"HTTP Advanced — cookies, аутентифікація та HTTPS","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-advanced","01.csharp\u002F13.network-programming\u002F08.http-advanced",{"title":1692,"path":1693,"stem":1694},"SMTP та протоколи електронної пошти","\u002Fcsharp\u002Fnetwork-programming\u002Fsmtp","01.csharp\u002F13.network-programming\u002F09.smtp",{"title":1696,"path":1697,"stem":1698},"WebSocket — повнодуплексний протокол реального часу","\u002Fcsharp\u002Fnetwork-programming\u002Fwebsockets","01.csharp\u002F13.network-programming\u002F10.websockets",{"title":1700,"path":1701,"stem":1702},"TLS\u002FSSL — криптографічний захист мережевих з'єднань","\u002Fcsharp\u002Fnetwork-programming\u002Ftls-ssl","01.csharp\u002F13.network-programming\u002F11.tls-ssl",{"title":1704,"path":1705,"stem":1706},"C# & .NET: The Ultimate Roadmap","\u002Fcsharp\u002Froadmap","01.csharp\u002Froadmap",{"title":1708,"icon":1709,"path":1710,"stem":1711,"children":1712,"page":59},"C++","i-devicon-cplusplus","\u002Fcpp","02.cpp",[1713,1717,1721,1725,1729,1733,1737,1741,1745,1748,1752,1756,1760,1764,1768,1772,1776,1780,1784,1788,1792,1796,1800,1804,1808,1812,1816,1820,1824,1828,1832,1836,1840,1844,1848,1852,1856,1860,1864,1868,1872,1876,1880,1884,1888,1892,1896,1900,1904,1908,1912,1916,1920,1924,1928,1932,1936,1940,1944,1948,1952,1956,1960,1964,1968,1972,1976,1980,1984,1988,1992,1996,2000,2004,2008,2012,2016,2020,2024,2028,2032,2036,2040,2044,2048,2052,2056,2060,2064,2068,2072,2076,2080],{"title":1714,"path":1715,"stem":1716},"Вступ у програмування та алгоритми","\u002Fcpp\u002Fintro-algorithms","02.cpp\u002F01.intro-algorithms",{"title":1718,"path":1719,"stem":1720},"Code Style: угоди про оформлення коду","\u002Fcpp\u002Fcode-style","02.cpp\u002F02.code-style",{"title":1722,"path":1723,"stem":1724},"Середовище розробки та перший проєкт","\u002Fcpp\u002Fide-setup","02.cpp\u002F03.ide-setup",{"title":1726,"path":1727,"stem":1728},"Вивід даних на екран","\u002Fcpp\u002Fdata-output","02.cpp\u002F04.data-output",{"title":1730,"path":1731,"stem":1732},"Типи даних, змінні та константи","\u002Fcpp\u002Fdata-types-variables","02.cpp\u002F05.data-types-variables",{"title":1734,"path":1735,"stem":1736},"Ввід даних з клавіатури","\u002Fcpp\u002Fdata-input","02.cpp\u002F06.data-input",{"title":1738,"path":1739,"stem":1740},"Оператори, перетворення типів та логічні операції","\u002Fcpp\u002Foperators-type-conversion","02.cpp\u002F07.operators-type-conversion",{"title":1742,"path":1743,"stem":1744},"Цикли","\u002Fcpp\u002Floops","02.cpp\u002F08.loops",{"title":32,"path":1746,"stem":1747},"\u002Fcpp\u002Farrays","02.cpp\u002F09.arrays",{"title":1749,"path":1750,"stem":1751},"Алгоритми сортування та аналіз складності","\u002Fcpp\u002Fsorting","02.cpp\u002F10.sorting",{"title":1753,"path":1754,"stem":1755},"Алгоритми пошуку","\u002Fcpp\u002Fsearching","02.cpp\u002F11.searching",{"title":1757,"path":1758,"stem":1759},"Функції: основи","\u002Fcpp\u002Ffunctions-basics","02.cpp\u002F12.functions-basics",{"title":1761,"path":1762,"stem":1763},"Функції: прототипи, область видимості та додаткові можливості","\u002Fcpp\u002Ffunctions-scope","02.cpp\u002F13.functions-scope",{"title":1765,"path":1766,"stem":1767},"Функції: перевантаження та шаблони","\u002Fcpp\u002Ffunctions-overloading-templates","02.cpp\u002F14.functions-overloading-templates",{"title":1769,"path":1770,"stem":1771},"Вказівники: основи","\u002Fcpp\u002Fpointers-basics","02.cpp\u002F15.pointers-basics",{"title":1773,"path":1774,"stem":1775},"Посилання (References)","\u002Fcpp\u002Freferences","02.cpp\u002F16.references",{"title":1777,"path":1778,"stem":1779},"Вказівники, const і масиви","\u002Fcpp\u002Fpointers-const-arrays","02.cpp\u002F17.pointers-const-arrays",{"title":1781,"path":1782,"stem":1783},"Адресна арифметика","\u002Fcpp\u002Fpointer-arithmetic","02.cpp\u002F18.pointer-arithmetic",{"title":1785,"path":1786,"stem":1787},"Динамічна пам'ять","\u002Fcpp\u002Fdynamic-memory","02.cpp\u002F19.dynamic-memory",{"title":1789,"path":1790,"stem":1791},"Вказівники типу void","\u002Fcpp\u002Fvoid-pointers","02.cpp\u002F20.void-pointers",{"title":1793,"path":1794,"stem":1795},"Вказівники на вказівники","\u002Fcpp\u002Fpointers-to-pointers","02.cpp\u002F21.pointers-to-pointers",{"title":1797,"path":1798,"stem":1799},"Оператор доступу до членів через вказівник (->)","\u002Fcpp\u002Fmember-access-operator","02.cpp\u002F22.member-access-operator",{"title":1801,"path":1802,"stem":1803},"Цикл for-each (Range-based for)","\u002Fcpp\u002Fforeach-loop","02.cpp\u002F23.foreach-loop",{"title":1805,"path":1806,"stem":1807},"Вказівники на функції","\u002Fcpp\u002Ffunction-pointers","02.cpp\u002F24.function-pointers",{"title":1809,"path":1810,"stem":1811},"Лямбда-вирази","\u002Fcpp\u002Flambdas","02.cpp\u002F25.lambdas",{"title":1813,"path":1814,"stem":1815},"Лямбда-захоплення","\u002Fcpp\u002Flambda-captures","02.cpp\u002F26.lambda-captures",{"title":1817,"path":1818,"stem":1819},"Еліпсис","\u002Fcpp\u002Fellipsis","02.cpp\u002F27.ellipsis",{"title":1821,"path":1822,"stem":1823},"Безпечні альтернативи еліпсису","\u002Fcpp\u002F27a.ellipsis","02.cpp\u002F27a.ellipsis",{"title":1825,"path":1826,"stem":1827},"Аргументи командного рядка","\u002Fcpp\u002Fcommand-line-arguments","02.cpp\u002F28.command-line-arguments",{"title":1829,"path":1830,"stem":1831},"Перерахування (enum)","\u002Fcpp\u002Fenum","02.cpp\u002F29.enum",{"title":1833,"path":1834,"stem":1835},"Класи-перерахування (enum class)","\u002Fcpp\u002Fenum-class","02.cpp\u002F30.enum-class",{"title":1837,"path":1838,"stem":1839},"Псевдоніми типів (typedef і using)","\u002Fcpp\u002Ftype-aliases","02.cpp\u002F31.type-aliases",{"title":1841,"path":1842,"stem":1843},"Системи числення та двійкова арифметика","\u002Fcpp\u002Fnumber-systems","02.cpp\u002F32.number-systems",{"title":1845,"path":1846,"stem":1847},"Структури (struct): агрегування даних","\u002Fcpp\u002Fstruct","02.cpp\u002F33.struct",{"title":1849,"path":1850,"stem":1851},"Структури у функціях","\u002Fcpp\u002Fstruct-functions","02.cpp\u002F34.struct-functions",{"title":1853,"path":1854,"stem":1855},"Масиви структур і вкладені структури","\u002Fcpp\u002Fstruct-arrays","02.cpp\u002F35.struct-arrays",{"title":1857,"path":1858,"stem":1859},"Патерни struct та межі застосування","\u002Fcpp\u002Fstruct-patterns","02.cpp\u002F36.struct-patterns",{"title":1861,"path":1862,"stem":1863},"Символи та таблиця ASCII","\u002Fcpp\u002Fascii-characters","02.cpp\u002F37.ascii-characters",{"title":1865,"path":1866,"stem":1867},"Unicode та кодування UTF","\u002Fcpp\u002Funicode-utf","02.cpp\u002F38.unicode-utf",{"title":1869,"path":1870,"stem":1871},"C-style рядки","\u002Fcpp\u002Fc-strings","02.cpp\u002F39.c-strings",{"title":1873,"path":1874,"stem":1875},"Вступ до std::string","\u002Fcpp\u002Fstd-string-intro","02.cpp\u002F40.std-string-intro",{"title":1877,"path":1878,"stem":1879},"Довжина, ємність та доступ до символів std::string","\u002Fcpp\u002Fstd-string-capacity-access","02.cpp\u002F41.std-string-capacity-access",{"title":1881,"path":1882,"stem":1883},"Модифікація std::string: присвоювання, додавання, вставка, видалення та заміна","\u002Fcpp\u002Fstd-string-modification","02.cpp\u002F42.std-string-modification",{"title":1885,"path":1886,"stem":1887},"Пошук у std::string: find, npos та практичні патерни","\u002Fcpp\u002Fstd-string-search","02.cpp\u002F43.std-string-search",{"title":1889,"path":1890,"stem":1891},"std::string_view: невласницький погляд на рядок без копіювання","\u002Fcpp\u002Fstd-string-view","02.cpp\u002F44.std-string-view",{"title":1893,"path":1894,"stem":1895},"Об'єднання (union): один блок пам'яті, кілька інтерпретацій","\u002Fcpp\u002Funion","02.cpp\u002F45.union",{"title":1897,"path":1898,"stem":1899},"Організація коду: файли, препроцесор, простори імен","\u002Fcpp\u002Fmultifile-programs","02.cpp\u002F46.multifile-programs",{"title":1901,"path":1902,"stem":1903},"Робота з файлами: C-стиль (stdio.h)","\u002Fcpp\u002Fc-style-files","02.cpp\u002F47.c-style-files",{"title":1905,"path":1906,"stem":1907},"Робота з файлами: C++-стиль (fstream)","\u002Fcpp\u002Fcpp-style-files","02.cpp\u002F48.cpp-style-files",{"title":1909,"path":1910,"stem":1911},"Введення в ООП: від процедур до об'єктів","\u002Fcpp\u002Foop-intro","02.cpp\u002F49.oop-intro",{"title":1913,"path":1914,"stem":1915},"Класи, об'єкти та методи","\u002Fcpp\u002Fclasses-objects-methods","02.cpp\u002F50.classes-objects-methods",{"title":1917,"path":1918,"stem":1919},"Специфікатори доступу та інкапсуляція","\u002Fcpp\u002Faccess-specifiers-encapsulation","02.cpp\u002F51.access-specifiers-encapsulation",{"title":1921,"path":1922,"stem":1923},"Конструктори: гарантована ініціалізація об'єктів","\u002Fcpp\u002Fconstructors","02.cpp\u002F52.constructors",{"title":1925,"path":1926,"stem":1927},"Списки ініціалізації та делегуючі конструктори","\u002Fcpp\u002Finit-lists-delegating","02.cpp\u002F53.init-lists-delegating",{"title":1929,"path":1930,"stem":1931},"Деструктори та ідіома RAII","\u002Fcpp\u002Fdestructors-raii","02.cpp\u002F54.destructors-raii",{"title":1933,"path":1934,"stem":1935},"Прихований покажчик this","\u002Fcpp\u002Fthis-pointer","02.cpp\u002F55.this-pointer",{"title":1937,"path":1938,"stem":1939},"Розподіл класу на заголовковий файл та файл реалізації","\u002Fcpp\u002Fclass-header-source","02.cpp\u002F56.class-header-source",{"title":1941,"path":1942,"stem":1943},"Класи та const","\u002Fcpp\u002Fconst-classes","02.cpp\u002F57.const-classes",{"title":1945,"path":1946,"stem":1947},"Статичні члени класу","\u002Fcpp\u002Fstatic-members","02.cpp\u002F58.static-members",{"title":1949,"path":1950,"stem":1951},"Конструктор копіювання та запобігання копіюванню","\u002Fcpp\u002Fcopy-constructor","02.cpp\u002F59.copy-constructor",{"title":1953,"path":1954,"stem":1955},"Дружні функції та класи","\u002Fcpp\u002Ffriend-functions-classes","02.cpp\u002F60.friend-functions-classes",{"title":1957,"path":1958,"stem":1959},"Анонімні об'єкти та вкладені типи","\u002Fcpp\u002Fanonymous-objects-nested-types","02.cpp\u002F61.anonymous-objects-nested-types",{"title":1961,"path":1962,"stem":1963},"Вимірювання часу виконання: RAII-таймер","\u002Fcpp\u002Ftiming-raii-timer","02.cpp\u002F62.timing-raii-timer",{"title":1965,"path":1966,"stem":1967},"Перевантаження операторів: основи та арифметика","\u002Fcpp\u002Foperator-overloading-basics","02.cpp\u002F63.operator-overloading-basics",{"title":1969,"path":1970,"stem":1971},"Перевантаження операторів: методи класу та спеціальні оператори","\u002Fcpp\u002Foperator-overloading-methods","02.cpp\u002F64.operator-overloading-methods",{"title":1973,"path":1974,"stem":1975},"Приведення типів, explicit та delete","\u002Fcpp\u002Ftypecast-explicit-delete","02.cpp\u002F65.typecast-explicit-delete",{"title":1977,"path":1978,"stem":1979},"Глибоке копіювання та оператор присвоювання","\u002Fcpp\u002Fdeep-copy-assignment","02.cpp\u002F66.deep-copy-assignment",{"title":1981,"path":1982,"stem":1983},"Зв'язки між об'єктами: композиція та агрегація","\u002Fcpp\u002Fcomposition-aggregation","02.cpp\u002F67.composition-aggregation",{"title":1985,"path":1986,"stem":1987},"Асоціація та залежність між об","\u002Fcpp\u002Fassociation-dependency","02.cpp\u002F68.association-dependency",{"title":1989,"path":1990,"stem":1991},"Контейнерні класи та `std::initializer_list`","\u002Fcpp\u002Fcontainer-classes-initializer-list","02.cpp\u002F69.container-classes-initializer-list",{"title":1993,"path":1994,"stem":1995},"Вступ до наслідування: базові поняття та відношення «is-a»","\u002Fcpp\u002Finheritance-intro","02.cpp\u002F70.inheritance-intro",{"title":1997,"path":1998,"stem":1999},"Конструктори, деструктори та порядок ініціалізації в ієрархіях","\u002Fcpp\u002Finheritance-constructors-destructors","02.cpp\u002F71.inheritance-constructors-destructors",{"title":2001,"path":2002,"stem":2003},"Специфікатор `protected` та види наслідування","\u002Fcpp\u002Finheritance-access-specifiers","02.cpp\u002F72.inheritance-access-specifiers",{"title":2005,"path":2006,"stem":2007},"Перевизначення методів та приховування імен","\u002Fcpp\u002Fmethod-overriding-hiding","02.cpp\u002F73.method-overriding-hiding",{"title":2009,"path":2010,"stem":2011},"Множинне наслідування та проблема ромба","\u002Fcpp\u002Fmultiple-inheritance-diamond","02.cpp\u002F74.multiple-inheritance-diamond",{"title":2013,"path":2014,"stem":2015},"Вказівники на базовий клас та віртуальні функції","\u002Fcpp\u002Fvirtual-functions-polymorphism","02.cpp\u002F75.virtual-functions-polymorphism",{"title":2017,"path":2018,"stem":2019},"Специфікатори override, final та віртуальні деструктори","\u002Fcpp\u002Foverride-final-virtual-destructors","02.cpp\u002F76.override-final-virtual-destructors",{"title":2021,"path":2022,"stem":2023},"Внутрішні механізми поліморфізму: vtable, vptr та зв'язування","\u002Fcpp\u002Fvirtual-table-binding","02.cpp\u002F77.virtual-table-binding",{"title":2025,"path":2026,"stem":2027},"Абстрактні класи та чисті віртуальні функції","\u002Fcpp\u002Fabstract-classes-interfaces","02.cpp\u002F78.abstract-classes-interfaces",{"title":2029,"path":2030,"stem":2031},"Зрізка об'єктів, віртуальне наслідування та поліморфний вивід","\u002Fcpp\u002Fslicing-virtual-base-io","02.cpp\u002F79.slicing-virtual-base-io",{"title":2033,"path":2034,"stem":2035},"Динамічне приведення типів (`dynamic_cast`) та RTTI","\u002Fcpp\u002Fdynamic-cast-rtti","02.cpp\u002F80.dynamic-cast-rtti",{"title":2037,"path":2038,"stem":2039},"Шаблони функцій: узагальнене програмування","\u002Fcpp\u002Ffunction-templates","02.cpp\u002F81.function-templates",{"title":2041,"path":2042,"stem":2043},"Шаблони класів та NTTP-параметри","\u002Fcpp\u002Fclass-templates-nttp","02.cpp\u002F82.class-templates-nttp",{"title":2045,"path":2046,"stem":2047},"Повна (явна) спеціалізація шаблонів","\u002Fcpp\u002Ffull-template-specialization","02.cpp\u002F83.full-template-specialization",{"title":2049,"path":2050,"stem":2051},"Часткова спеціалізація шаблонів класів","\u002Fcpp\u002Fpartial-template-specialization","02.cpp\u002F84.partial-template-specialization",{"title":2053,"path":2054,"stem":2055},"Механізм винятків: try, catch, throw та розкручування стеку","\u002Fcpp\u002Fexceptions-basics","02.cpp\u002F85.exceptions-basics",{"title":2057,"path":2058,"stem":2059},"Ієрархія std::exception та власні класи винятків","\u002Fcpp\u002Fexception-hierarchy-custom","02.cpp\u002F86.exception-hierarchy-custom",{"title":2061,"path":2062,"stem":2063},"Повторне генерування винятків та функціональний try-блок","\u002Fcpp\u002Frethrow-function-try","02.cpp\u002F87.rethrow-function-try",{"title":2065,"path":2066,"stem":2067},"Безпека винятків, noexcept та деструктори","\u002Fcpp\u002Fsafety-noexcept","02.cpp\u002F88.safety-noexcept",{"title":2069,"path":2070,"stem":2071},"Стаття 89 — Власні структури даних: стек та черга","\u002Fcpp\u002Fcustom-stack-queue","02.cpp\u002F89.custom-stack-queue",{"title":2073,"path":2074,"stem":2075},"Стаття 90 — Власні структури даних: однозв'язаний список","\u002Fcpp\u002Flinked-list","02.cpp\u002F90.linked-list",{"title":2077,"path":2078,"stem":2079},"Стаття 91 — Власні структури даних: бінарне дерево пошуку","\u002Fcpp\u002Fbinary-search-tree","02.cpp\u002F91.binary-search-tree",{"title":2081,"path":2082,"stem":2083},"Стаття 92 — Власні структури даних: хеш-таблиця","\u002Fcpp\u002Fhash-table","02.cpp\u002F92.hash-table",{"title":2085,"icon":2086,"path":2087,"stem":2088,"children":2089,"page":59},"JavaScript","i-devicon-javascript","\u002Fjavascript","03.javascript",[2090,2116,2170,2192,2496,2534,2552],{"title":2091,"icon":2092,"path":2093,"stem":2094,"children":2095,"page":59},"Events","i-lucide-mouse-pointer-click","\u002Fjavascript\u002Fevents","03.javascript\u002F01.events",[2096,2100,2104,2108,2112],{"title":2097,"path":2098,"stem":2099},"Вступ до подій браузера","\u002Fjavascript\u002Fevents\u002Fintro","03.javascript\u002F01.events\u002F01.intro",{"title":2101,"path":2102,"stem":2103},"Бульбашковий механізм (Bubbling) та занурення (Capturing)","\u002Fjavascript\u002Fevents\u002Fbubbling-capturing","03.javascript\u002F01.events\u002F02.bubbling-capturing",{"title":2105,"path":2106,"stem":2107},"Делегування подій (Event Delegation)","\u002Fjavascript\u002Fevents\u002Fdelegate-events","03.javascript\u002F01.events\u002F03.delegate-events",{"title":2109,"path":2110,"stem":2111},"Типові дії браузера та preventDefault()","\u002Fjavascript\u002Fevents\u002Fprevent-default","03.javascript\u002F01.events\u002F04.prevent-default",{"title":2113,"path":2114,"stem":2115},"Запуск користувацьких подій (Custom Events)","\u002Fjavascript\u002Fevents\u002Fcustom-events","03.javascript\u002F01.events\u002F05.custom-events",{"title":2117,"icon":2118,"path":2119,"stem":2120,"children":2121,"page":59},"Network","i-lucide-globe","\u002Fjavascript\u002Fnetwork","03.javascript\u002F02.network",[2122,2126,2130,2134,2138,2142,2146,2150,2154,2158,2162,2166],{"title":2123,"path":2124,"stem":2125},"Fetch API - Сучасний підхід до HTTP-запитів","\u002Fjavascript\u002Fnetwork\u002F01-fetch-api","03.javascript\u002F02.network\u002F01-fetch-api",{"title":2127,"path":2128,"stem":2129},"FormData - Робота з формами та файлами","\u002Fjavascript\u002Fnetwork\u002F02-formdata","03.javascript\u002F02.network\u002F02-formdata",{"title":2131,"path":2132,"stem":2133},"Відстеження прогресу завантаження","\u002Fjavascript\u002Fnetwork\u002F03-download-progress","03.javascript\u002F02.network\u002F03-download-progress",{"title":2135,"path":2136,"stem":2137},"Переривання fetch-запитів","\u002Fjavascript\u002Fnetwork\u002F04-abort-requests","03.javascript\u002F02.network\u002F04-abort-requests",{"title":2139,"path":2140,"stem":2141},"CORS - Запити між різними джерелами","\u002Fjavascript\u002Fnetwork\u002F05-cors","03.javascript\u002F02.network\u002F05-cors",{"title":2143,"path":2144,"stem":2145},"Fetch API - Повний довідник опцій","\u002Fjavascript\u002Fnetwork\u002F06-fetch-options","03.javascript\u002F02.network\u002F06-fetch-options",{"title":2147,"path":2148,"stem":2149},"URL Objects - Робота з посиланнями","\u002Fjavascript\u002Fnetwork\u002F07-url-objects","03.javascript\u002F02.network\u002F07-url-objects",{"title":2151,"path":2152,"stem":2153},"XMLHttpRequest - AJAX та низькорівневі запити","\u002Fjavascript\u002Fnetwork\u002F08-xmlhttprequest","03.javascript\u002F02.network\u002F08-xmlhttprequest",{"title":2155,"path":2156,"stem":2157},"Відновлюване завантаження файлів","\u002Fjavascript\u002Fnetwork\u002F09-resumable-upload","03.javascript\u002F02.network\u002F09-resumable-upload",{"title":2159,"path":2160,"stem":2161},"Cookies, document.cookie та світ після \"Cookiepocalypse\"","\u002Fjavascript\u002Fnetwork\u002F10-cookies","03.javascript\u002F02.network\u002F10-cookies",{"title":2163,"path":2164,"stem":2165},"js-cookie: Керування Cookies без Болю","\u002Fjavascript\u002Fnetwork\u002F11-js-cookie","03.javascript\u002F02.network\u002F11-js-cookie",{"title":2167,"path":2168,"stem":2169},"Axios: Потужний HTTP-клієнт для JavaScript","\u002Fjavascript\u002Fnetwork\u002F12-axios","03.javascript\u002F02.network\u002F12-axios",{"title":2171,"icon":2172,"path":2173,"stem":2174,"children":2175,"page":59},"Bom","i-lucide-monitor","\u002Fjavascript\u002Fbom","03.javascript\u002F03.bom",[2176,2180,2184,2188],{"title":2177,"path":2178,"stem":2179},"LocalStorage, SessionStorage та patterns збереження даних","\u002Fjavascript\u002Fbom\u002F01-localstorage","03.javascript\u002F03.bom\u002F01-localstorage",{"title":2181,"path":2182,"stem":2183},"Location Object - Керування адресою сторінки","\u002Fjavascript\u002Fbom\u002F02-location-object","03.javascript\u002F03.bom\u002F02-location-object",{"title":2185,"path":2186,"stem":2187},"History API - Керування історією браузера","\u002Fjavascript\u002Fbom\u002F03-history-api","03.javascript\u002F03.bom\u002F03-history-api",{"title":2189,"path":2190,"stem":2191},"Navigator Object - Ідентифікація та Можливості Пристрою","\u002Fjavascript\u002Fbom\u002F04-navigator-object","03.javascript\u002F03.bom\u002F04-navigator-object",{"title":2193,"icon":2194,"path":2195,"stem":2196,"children":2197},"React","i-devicon-react","\u002Fjavascript\u002Freact","03.javascript\u002F04.react\u002Findex",[2198,2199,2203,2207,2211,2215,2278,2313,2465],{"title":2193,"path":2195,"stem":2196},{"title":2200,"path":2201,"stem":2202},"Робота з Формами в React","\u002Fjavascript\u002Freact\u002Freact-forms","03.javascript\u002F04.react\u002F01.react-forms",{"title":2204,"path":2205,"stem":2206},"React Hook Form: Професійна Робота з Формами","\u002Fjavascript\u002Freact\u002Freact-hook-form","03.javascript\u002F04.react\u002F02.react-hook-form",{"title":2208,"path":2209,"stem":2210},"React Hook Form: Глибоке Розуміння Архітектури та Оптимізації","\u002Fjavascript\u002Freact\u002Freact-hook-form-new","03.javascript\u002F04.react\u002F02.react-hook-form-new",{"title":2212,"path":2213,"stem":2214},"Axios та React: Професійна Архітектура Запитів","\u002Fjavascript\u002Freact\u002Fdata-fetching-axios","03.javascript\u002F04.react\u002F03.data-fetching-axios",{"title":2216,"icon":132,"path":2217,"stem":2218,"children":2219},"Tanstack Query","\u002Fjavascript\u002Freact\u002Ftanstack-query","03.javascript\u002F04.react\u002F04.tanstack-query\u002Findex",[2220,2222,2226,2230,2234,2238,2242,2246,2250,2254,2258,2262,2266,2270,2274],{"title":2221,"path":2217,"stem":2218},"TanStack Query: Майстерність Керування Станом Сервера",{"title":2223,"path":2224,"stem":2225},"Парадигма Server State: Чому useEffect недостатньо","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-state-paradigm","03.javascript\u002F04.react\u002F04.tanstack-query\u002F01.server-state-paradigm",{"title":2227,"path":2228,"stem":2229},"Встановлення та Налаштування: Фундамент","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Finstallation-and-devtools","03.javascript\u002F04.react\u002F04.tanstack-query\u002F02.installation-and-devtools",{"title":2231,"path":2232,"stem":2233},"Основи Запитів та Магія Ключів","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fquery-basics-and-keys","03.javascript\u002F04.react\u002F04.tanstack-query\u002F03.query-basics-and-keys",{"title":2235,"path":2236,"stem":2237},"Синхронізація Даних: Життєвий Цикл Запиту","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fdata-synchronization","03.javascript\u002F04.react\u002F04.tanstack-query\u002F04.data-synchronization",{"title":2239,"path":2240,"stem":2241},"Мутації та Інвалідація: Зміна Даних","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fmutations-and-invalidation","03.javascript\u002F04.react\u002F04.tanstack-query\u002F05.mutations-and-invalidation",{"title":2243,"path":2244,"stem":2245},"Оптимістичні Оновлення: Швидше за Світло","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Foptimistic-updates","03.javascript\u002F04.react\u002F04.tanstack-query\u002F06.optimistic-updates",{"title":2247,"path":2248,"stem":2249},"Пагінація та Infinite Scroll","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fpagination-and-load-more","03.javascript\u002F04.react\u002F04.tanstack-query\u002F07.pagination-and-load-more",{"title":2251,"path":2252,"stem":2253},"Просунуті Патерни та Оптимізація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F04.tanstack-query\u002F08.advanced-patterns",{"title":2255,"path":2256,"stem":2257},"Архітектура та Best Practices","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Farchitecture-and-best-practices","03.javascript\u002F04.react\u002F04.tanstack-query\u002F09.architecture-and-best-practices",{"title":2259,"path":2260,"stem":2261},"Server-Side Rendering (SSR) та Гідратація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-side-rendering","03.javascript\u002F04.react\u002F04.tanstack-query\u002F10.server-side-rendering",{"title":2263,"path":2264,"stem":2265},"Стратегії Тестування","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Ftesting-strategies","03.javascript\u002F04.react\u002F04.tanstack-query\u002F11.testing-strategies",{"title":2267,"path":2268,"stem":2269},"Аутентифікація та Обробка Помилок","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fauthentication-and-errors","03.javascript\u002F04.react\u002F04.tanstack-query\u002F12.authentication-and-errors",{"title":2271,"path":2272,"stem":2273},"React Suspense та Майбутнє","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Freact-suspense","03.javascript\u002F04.react\u002F04.tanstack-query\u002F13.react-suspense",{"title":2275,"path":2276,"stem":2277},"Глибоке Занурення в Продуктивність","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fperformance-deep-dive","03.javascript\u002F04.react\u002F04.tanstack-query\u002F14.performance-deep-dive",{"title":2279,"icon":2194,"path":2280,"stem":2281,"children":2282},"React Router","\u002Fjavascript\u002Freact\u002Freact-router","03.javascript\u002F04.react\u002F05.react-router\u002Findex",[2283,2285,2289,2293,2297,2301,2305,2309],{"title":2284,"path":2280,"stem":2281},"React Router: Навігаційна система сучасного вебу",{"title":2286,"path":2287,"stem":2288},"Налаштування та Базовий Роутинг","\u002Fjavascript\u002Freact\u002Freact-router\u002Fsetup-and-basic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F01.setup-and-basic-routing",{"title":2290,"path":2291,"stem":2292},"Динамічна Навігація","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnavigation-and-links","03.javascript\u002F04.react\u002F05.react-router\u002F02.navigation-and-links",{"title":2294,"path":2295,"stem":2296},"Вкладені Маршрути та Макети","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnested-routes-and-layouts","03.javascript\u002F04.react\u002F05.react-router\u002F03.nested-routes-and-layouts",{"title":2298,"path":2299,"stem":2300},"Динамічні Маршрути та Параметри","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdynamic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F04.dynamic-routing",{"title":2302,"path":2303,"stem":2304},"Data APIs: Loaders та Actions","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdata-loading","03.javascript\u002F04.react\u002F05.react-router\u002F05.data-loading",{"title":2306,"path":2307,"stem":2308},"Просунуті Патерни","\u002Fjavascript\u002Freact\u002Freact-router\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F05.react-router\u002F06.advanced-patterns",{"title":2310,"path":2311,"stem":2312},"Legacy Routing: Компонентний підхід","\u002Fjavascript\u002Freact\u002Freact-router\u002Flegacy-routing","03.javascript\u002F04.react\u002F05.react-router\u002F07.legacy-routing",{"title":2314,"icon":132,"path":2315,"stem":2316,"children":2317},"Redux","\u002Fjavascript\u002Freact\u002Fredux","03.javascript\u002F04.react\u002F06.redux\u002Findex",[2318,2320,2336,2365,2374,2395,2411,2440],{"title":2319,"path":2315,"stem":2316},"Redux: Еволюція управління станом",{"title":14,"icon":15,"path":2321,"stem":2322,"children":2323,"page":59},"\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals",[2324,2328,2332],{"title":2325,"path":2326,"stem":2327},"Вступ до State Management","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fintro-state-management","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F01.intro-state-management",{"title":2329,"path":2330,"stem":2331},"Філософія Redux та Три Принципи","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fredux-philosophy","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F02.redux-philosophy",{"title":2333,"path":2334,"stem":2335},"Чисті функції та Іммутабельність","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fpure-functions-immutability","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F03.pure-functions-immutability",{"title":2337,"icon":132,"path":2338,"stem":2339,"children":2340,"page":59},"Classic Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux",[2341,2345,2349,2353,2357,2361],{"title":2342,"path":2343,"stem":2344},"Створення Store (Classic Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fstore-setup","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F01.store-setup",{"title":2346,"path":2347,"stem":2348},"Actions, Constants та Action Creators","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Factions-constants","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F02.actions-constants",{"title":2350,"path":2351,"stem":2352},"Логіка Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freducers","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F03.reducers",{"title":2354,"path":2355,"stem":2356},"Комбінування Reducers (Root Reducer)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fdata-flow","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F04.data-flow",{"title":2358,"path":2359,"stem":2360},"Підключення до React (React-Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freact-redux-connection","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F05.react-redux-connection",{"title":2362,"path":2363,"stem":2364},"Middleware та Асинхронність (Redux Thunk)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fmiddleware-thunk","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F06.middleware-thunk",{"title":2366,"icon":132,"path":2367,"stem":2368,"children":2369,"page":59},"Transition To Rtk","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk",[2370],{"title":2371,"path":2372,"stem":2373},"Проблеми класичного Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk\u002Fproblems-with-classic","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk\u002F01.problems-with-classic",{"title":2375,"icon":132,"path":2376,"stem":2377,"children":2378,"page":59},"Redux Toolkit","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit",[2379,2383,2387,2391],{"title":2380,"path":2381,"stem":2382},"Налаштування Store з configureStore","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fconfigure-store","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F01.configure-store",{"title":2384,"path":2385,"stem":2386},"createSlice: Революція в Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fcreate-slice","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F02.create-slice",{"title":2388,"path":2389,"stem":2390},"Асинхронність з createAsyncThunk","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fasync-thunks","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F03.async-thunks",{"title":2392,"path":2393,"stem":2394},"04. Entity Adapter: Керування нормалізованим станом","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fentity-adapter","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F04.entity-adapter",{"title":2396,"icon":92,"path":2397,"stem":2398,"children":2399,"page":59},"Advanced","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced",[2400,2404,2408],{"title":2401,"path":2402,"stem":2403},"Мемоізація та Селектори: Повний Гайд по Reselect","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Fselectors-reselect","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F01.selectors-reselect",{"title":2405,"path":2406,"stem":2407},"RTK Query: Архітектура Серверного Кешу","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Frtk-query-intro","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F02.rtk-query-intro",{"title":2255,"path":2409,"stem":2410},"\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Farchitecture-best-practices","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F03.architecture-best-practices",{"title":2412,"icon":132,"path":2413,"stem":2414,"children":2415,"page":59},"Project Kanban","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban",[2416,2420,2424,2428,2432,2436],{"title":2417,"path":2418,"stem":2419},"Проєкт: Kanban Board (Trello Clone)","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fproject-overview","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F01.project-overview",{"title":2421,"path":2422,"stem":2423},"Налаштування та Типізація","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fsetup-and-types","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F02.setup-and-types",{"title":2425,"path":2426,"stem":2427},"Board Slice: Серце Дошки","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fboard-slice","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F03.board-slice",{"title":2429,"path":2430,"stem":2431},"Логіка Drag & Drop","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fdrag-and-drop-logic","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F04.drag-and-drop-logic",{"title":2433,"path":2434,"stem":2435},"Інтеграція з RTK Query","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Frtk-query-integration","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F05.rtk-query-integration",{"title":2437,"path":2438,"stem":2439},"Optimistic Updates","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Foptimistic-updates","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F06.optimistic-updates",{"title":2441,"icon":132,"path":2442,"stem":2443,"children":2444,"page":59},"Testing","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting","03.javascript\u002F04.react\u002F06.redux\u002F07.testing",[2445,2449,2453,2457,2461],{"title":2446,"path":2447,"stem":2448},"Тестування Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Fintro-testing","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F01.intro-testing",{"title":2450,"path":2451,"stem":2452},"Тестування Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-reducers","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F02.testing-reducers",{"title":2454,"path":2455,"stem":2456},"Тестування Селекторів","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-selectors","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F03.testing-selectors",{"title":2458,"path":2459,"stem":2460},"Тестування Компонентів (Integration)","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-components","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F04.testing-components",{"title":2462,"path":2463,"stem":2464},"Тестування Async Thunks","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-thunks","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F05.testing-thunks",{"title":2466,"icon":132,"path":2467,"stem":2468,"children":2469},"Ui Libraries","\u002Fjavascript\u002Freact\u002Fui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002Findex",[2470,2472,2476,2480,2484,2488,2492],{"title":2471,"path":2467,"stem":2468},"UI Бібліотеки в React",{"title":2473,"path":2474,"stem":2475},"Вступ до UI Бібліотек: Навіщо Винаходити Велосипед Двічі?","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fintroduction-to-ui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002F01.introduction-to-ui-libraries",{"title":2477,"path":2478,"stem":2479},"Філософія shadcn\u002Fui: \"Not a Component Library\"","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-philosophy","03.javascript\u002F04.react\u002F07.ui-libraries\u002F02.shadcn-philosophy",{"title":2481,"path":2482,"stem":2483},"Установка та Налаштування shadcn\u002Fui","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-installation","03.javascript\u002F04.react\u002F07.ui-libraries\u002F03.shadcn-installation",{"title":2485,"path":2486,"stem":2487},"Базові Компоненти shadcn\u002Fui: Фундамент Інтерфейсу","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-basics","03.javascript\u002F04.react\u002F07.ui-libraries\u002F04.shadcn-components-basics",{"title":2489,"path":2490,"stem":2491},"Компоненти Форм: Побудова Інтерактивних Form","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-forms","03.javascript\u002F04.react\u002F07.ui-libraries\u002F05.shadcn-components-forms",{"title":2493,"path":2494,"stem":2495},"Складні Компоненти: Dialog, Dropdown, Table та Command","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-advanced","03.javascript\u002F04.react\u002F07.ui-libraries\u002F06.shadcn-components-advanced",{"title":2497,"icon":2498,"path":2499,"stem":2500,"children":2501,"page":59},"TypeScript","i-devicon-typescript","\u002Fjavascript\u002Ftypescript","03.javascript\u002F05.typescript",[2502,2506,2510,2514,2518,2522,2526,2530],{"title":2503,"path":2504,"stem":2505},"TypeScript: Броня для вашого коду","\u002Fjavascript\u002Ftypescript\u002Fintro-and-basic-types","03.javascript\u002F05.typescript\u002F01.intro-and-basic-types",{"title":2507,"path":2508,"stem":2509},"Майстерність Моделювання Даних: Інтерфейси та Просунуті Типи","\u002Fjavascript\u002Ftypescript\u002Finterfaces-and-advanced-types","03.javascript\u002F05.typescript\u002F02.interfaces-and-advanced-types",{"title":2511,"path":2512,"stem":2513},"Алхімія Типів: Generics та Utility Types","\u002Fjavascript\u002Ftypescript\u002Fgenerics-and-utilities","03.javascript\u002F05.typescript\u002F03.generics-and-utilities",{"title":2515,"path":2516,"stem":2517},"Архітектура та Шаблони: Класи в TypeScript","\u002Fjavascript\u002Ftypescript\u002Fclasses-and-oop","03.javascript\u002F05.typescript\u002F04.classes-and-oop",{"title":2519,"path":2520,"stem":2521},"Продакшн та Екосистема: Advanced Config & Workflow","\u002Fjavascript\u002Ftypescript\u002Fadvanced-patterns-and-config","03.javascript\u002F05.typescript\u002F05.advanced-patterns-and-config",{"title":2523,"path":2524,"stem":2525},"TypeScript у світі React","\u002Fjavascript\u002Ftypescript\u002Freact-basics","03.javascript\u002F05.typescript\u002F06.react-basics",{"title":2527,"path":2528,"stem":2529},"React + TypeScript: Продвинуті патерни","\u002Fjavascript\u002Ftypescript\u002Freact-advanced","03.javascript\u002F05.typescript\u002F07.react-advanced",{"title":2531,"path":2532,"stem":2533},"React + TypeScript: Екосистема та бібліотеки","\u002Fjavascript\u002Ftypescript\u002Freact-ecosystem","03.javascript\u002F05.typescript\u002F08.react-ecosystem",{"title":2535,"icon":2536,"path":2537,"stem":2538,"children":2539,"page":59},"Асинхронність","i-lucide-refresh-cw","\u002Fjavascript\u002Fasync-programming","03.javascript\u002F06.async-programming",[2540,2544,2548],{"title":2541,"path":2542,"stem":2543},"Event Loop: серце асинхронності в JavaScript","\u002Fjavascript\u002Fasync-programming\u002Fevent-loop-fundamentals","03.javascript\u002F06.async-programming\u002F01.event-loop-fundamentals",{"title":2545,"path":2546,"stem":2547},"Task Queue та Microtask Queue: пріоритети виконання","\u002Fjavascript\u002Fasync-programming\u002Ftask-queues","03.javascript\u002F06.async-programming\u002F02.task-queues",{"title":2549,"path":2550,"stem":2551},"Асинхронні патерни: від Callbacks до Async\u002FAwait","\u002Fjavascript\u002Fasync-programming\u002Fasync-patterns","03.javascript\u002F06.async-programming\u002F03.async-patterns",{"title":2553,"path":2554,"stem":2555},"Atomic Design","\u002Fjavascript\u002Fatomic-design","03.javascript\u002F2.atomic-design",{"title":2557,"icon":2558,"path":2559,"stem":2560,"children":2561,"page":59},"Java","i-devicon-java","\u002Fjava","04.java",[2562,2565,2568,2572,2576,2580,2584],{"title":162,"path":2563,"stem":2564},"\u002Fjava\u002Fdata-mapper-part1","04.java\u002F01.data-mapper-part1",{"title":166,"path":2566,"stem":2567},"\u002Fjava\u002Fdata-mapper-part2","04.java\u002F02.data-mapper-part2",{"title":2569,"path":2570,"stem":2571},"Service Layer: Організація бізнес-логіки","\u002Fjava\u002Fservice-layer","04.java\u002F03.service-layer",{"title":2573,"path":2574,"stem":2575},"Rich Domain Model та State Pattern","\u002Fjava\u002Frich-domain-model","04.java\u002F04.rich-domain-model",{"title":2577,"path":2578,"stem":2579},"Патерни для складної бізнес-логіки","\u002Fjava\u002Fbusiness-logic-patterns","04.java\u002F05.business-logic-patterns",{"title":2581,"path":2582,"stem":2583},"Обробка помилок та валідація","\u002Fjava\u002Ferror-handling-validation","04.java\u002F06.error-handling-validation",{"title":2585,"path":2586,"stem":2587,"children":2588,"page":59},"Проектування баз даних","\u002Fjava\u002Fpr2","04.java\u002Fpr2",[2589,2593,2597,2601,2605,2609,2613,2617,2621,2625,2629,2633,2637,2641,2645,2649,2653,2657,2661,2665,2669,2673,2677,2681,2685,2689,2693,2697,2701,2705,2709,2713,2717,2721,2725,2729,2733],{"title":2590,"path":2591,"stem":2592},"Концептуальне моделювання: Мистецтво розуміння предметної області","\u002Fjava\u002Fpr2\u002Fconceptual-modeling","04.java\u002Fpr2\u002F01.conceptual-modeling",{"title":2594,"path":2595,"stem":2596},"Логічне моделювання: Від бізнес-ідей до структур даних","\u002Fjava\u002Fpr2\u002Flogical-modeling","04.java\u002Fpr2\u002F02.logical-modeling",{"title":2598,"path":2599,"stem":2600},"Нормалізація: Гігієна даних та боротьба з аномаліями","\u002Fjava\u002Fpr2\u002Fnormalization","04.java\u002Fpr2\u002F03.normalization",{"title":2602,"path":2603,"stem":2604},"Фізична схема: Від абстракції до DDL","\u002Fjava\u002Fpr2\u002Fphysical-schema","04.java\u002Fpr2\u002F04.physical-schema",{"title":2606,"path":2607,"stem":2608},"Архітектурна класифікація таблиць","\u002Fjava\u002Fpr2\u002Ftable-classification","04.java\u002Fpr2\u002F05.table-classification",{"title":2610,"path":2611,"stem":2612},"Database Migrations: Версіонування схеми з Flyway","\u002Fjava\u002Fpr2\u002Fdatabase-migrations","04.java\u002Fpr2\u002F06.database-migrations",{"title":2614,"path":2615,"stem":2616},"А що, якби це була не реляційна БД?","\u002Fjava\u002Fpr2\u002Fbeyond-relational","04.java\u002Fpr2\u002F07.beyond-relational",{"title":2618,"path":2619,"stem":2620},"Object-Relational Impedance Mismatch: Два світи, що не хочуть дружити","\u002Fjava\u002Fpr2\u002Fimpedance-mismatch","04.java\u002Fpr2\u002F09.impedance-mismatch",{"title":2622,"path":2623,"stem":2624},"JDBC: Перший контакт із базою даних","\u002Fjava\u002Fpr2\u002Fjdbc-fundamentals","04.java\u002Fpr2\u002F10.jdbc-fundamentals",{"title":2626,"path":2627,"stem":2628},"Якість коду: Spotless, SpotBugs та SonarQube","\u002Fjava\u002Fpr2\u002F10a.code-quality","04.java\u002Fpr2\u002F10a.code-quality",{"title":2630,"path":2631,"stem":2632},"Connection Pool: Патерн Object Pool для JDBC-з'єднань","\u002Fjava\u002Fpr2\u002Fconnection-pool","04.java\u002Fpr2\u002F11.connection-pool",{"title":2634,"path":2635,"stem":2636},"Row Data Gateway: Об'єкт як обгортка рядка таблиці","\u002Fjava\u002Fpr2\u002Frow-data-gateway","04.java\u002Fpr2\u002F12.row-data-gateway",{"title":2638,"path":2639,"stem":2640},"Table Data Gateway: Фасад таблиці як архітектурний відступ","\u002Fjava\u002Fpr2\u002Ftable-data-gateway","04.java\u002Fpr2\u002F13.table-data-gateway",{"title":2642,"path":2643,"stem":2644},"Repository + Data Mapper: Правильна шарова архітектура з JDBC","\u002Fjava\u002Fpr2\u002Frepository-data-mapper","04.java\u002Fpr2\u002F14.repository-data-mapper",{"title":2646,"path":2647,"stem":2648},"Identity Map: Кешування сутностей у рамках сесії","\u002Fjava\u002Fpr2\u002Fidentity-map","04.java\u002Fpr2\u002F15.identity-map",{"title":2650,"path":2651,"stem":2652},"Unit of Work: Відстеження змін і координація JDBC-транзакцій","\u002Fjava\u002Fpr2\u002Funit-of-work","04.java\u002Fpr2\u002F16.unit-of-work",{"title":2654,"path":2655,"stem":2656},"Strategy: Замінювані SQL-стратегії для підтримки різних СУБД","\u002Fjava\u002Fpr2\u002Fstrategy-sql","04.java\u002Fpr2\u002F17.strategy-sql",{"title":2658,"path":2659,"stem":2660},"Proxy: Lazy Loading для One-To-Many колекцій","\u002Fjava\u002Fpr2\u002Fproxy-lazy-loading","04.java\u002Fpr2\u002F18.proxy-lazy-loading",{"title":2662,"path":2663,"stem":2664},"Generic Repository через Java Reflection: анотації та динамічний SQL","\u002Fjava\u002Fpr2\u002Fgeneric-repository-reflection","04.java\u002Fpr2\u002F19.generic-repository-reflection",{"title":2666,"path":2667,"stem":2668},"Specification Pattern: Композиція бізнес-правил для складних запитів","\u002Fjava\u002Fpr2\u002Fspecification-pattern","04.java\u002Fpr2\u002F20.specification-pattern",{"title":2670,"path":2671,"stem":2672},"Розширені можливості Specification Pattern: підзапити, агрегації та гібридний підхід","\u002Fjava\u002Fpr2\u002F20a.advanced-specifications","04.java\u002Fpr2\u002F20a.advanced-specifications",{"title":2674,"path":2675,"stem":2676},"Асинхронність у JDBC: Від блокуючих викликів до CompletableFuture","\u002Fjava\u002Fpr2\u002Fasynchronous-jdbc","04.java\u002Fpr2\u002F21.asynchronous-jdbc",{"title":2678,"path":2679,"stem":2680},"Інтеграційне тестування JDBC-репозиторіїв: Embedded H2 та патерн AAA","\u002Fjava\u002Fpr2\u002Fintegration-testing-h2","04.java\u002Fpr2\u002F22.integration-testing-h2",{"title":2682,"path":2683,"stem":2684},"Testcontainers: Тестування з реальною PostgreSQL у Docker-контейнерах","\u002Fjava\u002Fpr2\u002Fintegration-testing-testcontainers","04.java\u002Fpr2\u002F23.integration-testing-testcontainers",{"title":2686,"path":2687,"stem":2688},"Google Guice: Впровадження залежностей у JavaFX-проєкті","\u002Fjava\u002Fpr2\u002Fdependency-injection-guice","04.java\u002Fpr2\u002F24.dependency-injection-guice",{"title":2690,"path":2691,"stem":2692},"JavaFX: Основи побудови графічних інтерфейсів","\u002Fjava\u002Fpr2\u002Fjavafx-fundamentals","04.java\u002Fpr2\u002F25.javafx-fundamentals",{"title":2694,"path":2695,"stem":2696},"Properties та Bindings: Реактивність у JavaFX","\u002Fjava\u002Fpr2\u002Fjavafx-properties-bindings","04.java\u002Fpr2\u002F26.javafx-properties-bindings",{"title":2698,"path":2699,"stem":2700},"MVC vs MVP vs MVVM: Еволюція архітектурних патернів UI","\u002Fjava\u002Fpr2\u002Fui-architecture-patterns","04.java\u002Fpr2\u002F27.ui-architecture-patterns",{"title":2702,"path":2703,"stem":2704},"MVVM на практиці: Побудова ViewModel","\u002Fjava\u002Fpr2\u002Fmvvm-viewmodel-implementation","04.java\u002Fpr2\u002F28.mvvm-viewmodel-implementation",{"title":2706,"path":2707,"stem":2708},"View та Controller: Зв'язування з ViewModel через FXML","\u002Fjava\u002Fpr2\u002Fmvvm-view-controller","04.java\u002Fpr2\u002F29.mvvm-view-controller",{"title":2710,"path":2711,"stem":2712},"Інтеграція MVVM з Guice: Автоматична ін'єкція залежностей","\u002Fjava\u002Fpr2\u002Fmvvm-guice-integration","04.java\u002Fpr2\u002F30.mvvm-guice-integration",{"title":2714,"path":2715,"stem":2716},"Валідація та обробка помилок у MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-validation-error-handling","04.java\u002Fpr2\u002F31.mvvm-validation-error-handling",{"title":2718,"path":2719,"stem":2720},"Навігація та управління екранами у JavaFX MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-navigation-screen-management","04.java\u002Fpr2\u002F32.mvvm-navigation-screen-management",{"title":2722,"path":2723,"stem":2724},"Тестування JavaFX MVVM-додатків","\u002Fjava\u002Fpr2\u002Fmvvm-testing","04.java\u002Fpr2\u002F33.mvvm-testing",{"title":2726,"path":2727,"stem":2728},"Стилізація та теми у JavaFX: CSS та User Experience","\u002Fjava\u002Fpr2\u002Fjavafx-styling-themes","04.java\u002Fpr2\u002F34.javafx-styling-themes",{"title":2730,"path":2731,"stem":2732},"AtlantaFX: Сучасні теми для JavaFX додатків","\u002Fjava\u002Fpr2\u002Fatlantafx-modern-themes","04.java\u002Fpr2\u002F35.atlantafx-modern-themes",{"title":2734,"path":2735,"stem":2736},"Пакування та розповсюдження JavaFX-додатків","\u002Fjava\u002Fpr2\u002Fjar-packaging-distribution","04.java\u002Fpr2\u002F36.jar-packaging-distribution",{"title":2738,"icon":2739,"path":2740,"stem":2741,"children":2742,"page":59},"Python","i-devicon-python","\u002Fpython","05.python",[2743,2747,2750,2754,2758,2762,2766,2770,2774,2778,2782,2786,2790,2794,2798,2859],{"title":2744,"path":2745,"stem":2746},"Модулі, Пакети та Віртуальні Середовища","\u002Fpython\u002Fmodules-packages-venv","05.python\u002F00.modules-packages-venv",{"title":71,"path":2748,"stem":2749},"\u002Fpython\u002Fclasses-objects","05.python\u002F01.classes-objects",{"title":2751,"path":2752,"stem":2753},"Інкапсуляція, Керування Доступом та Властивості","\u002Fpython\u002Fencapsulation","05.python\u002F02.encapsulation",{"title":2755,"path":2756,"stem":2757},"Наслідування, MRO та суперсила super()","\u002Fpython\u002Finheritance-mro","05.python\u002F03.inheritance-mro",{"title":2759,"path":2760,"stem":2761},"Абстракція — ABC проти Статичних Протоколів (PEP 544)","\u002Fpython\u002Fabstraction-protocols","05.python\u002F04.abstraction-protocols",{"title":2763,"path":2764,"stem":2765},"Магічні методи (Dunder) та Емуляція протоколів","\u002Fpython\u002Fdunder-methods","05.python\u002F05.dunder-methods",{"title":2767,"path":2768,"stem":2769},"Декоратори та Керування життєвим циклом методів","\u002Fpython\u002Fdecorators-static-class","05.python\u002F06.decorators-static-class",{"title":2771,"path":2772,"stem":2773},"Дескриптори — Магія доступу до атрибутів","\u002Fpython\u002Fdescriptors","05.python\u002F07.descriptors",{"title":2775,"path":2776,"stem":2777},"Метакласи — Динамічне створення класів під капотом CPython","\u002Fpython\u002Fmetaclasses","05.python\u002F08.metaclasses",{"title":2779,"path":2780,"stem":2781},"Dataclasses, NamedTuple та сучасні контейнери Python","\u002Fpython\u002Fmodern-containers","05.python\u002F09.modern-containers",{"title":2783,"path":2784,"stem":2785},"GIL та модель конкурентності CPython — фундамент перед потоками і процесами","\u002Fpython\u002Fgil-concurrency-intro","05.python\u002F11.gil-concurrency-intro",{"title":2787,"path":2788,"stem":2789},"Threading — конкурентність для I\u002FO-bound задач","\u002Fpython\u002Fthreading","05.python\u002F12.threading",{"title":2791,"path":2792,"stem":2793},"Multiprocessing — справжній паралелізм для CPU-bound задач","\u002Fpython\u002Fmultiprocessing","05.python\u002F13.multiprocessing",{"title":2795,"path":2796,"stem":2797},"asyncio — кооперативна конкурентність та event loop","\u002Fpython\u002Fasyncio","05.python\u002F14.asyncio",{"title":2799,"icon":92,"path":2800,"stem":2801,"children":2802,"page":59},"FastAPI","\u002Fpython\u002Ffastapi","05.python\u002Ffastapi",[2803,2807,2811,2815,2819,2823,2827,2831,2835,2839,2843,2847,2851,2855],{"title":2804,"path":2805,"stem":2806},"Глибокий Typing та Pydantic v2 — від анотацій до валідації","\u002Fpython\u002Ffastapi\u002Ftyping-pydantic","05.python\u002Ffastapi\u002F15.typing-pydantic",{"title":2808,"path":2809,"stem":2810},"WSGI, ASGI та Python Web-екосистема","\u002Fpython\u002Ffastapi\u002Fwsgi-asgi-ecosystem","05.python\u002Ffastapi\u002F16.wsgi-asgi-ecosystem",{"title":2812,"path":2813,"stem":2814},"FastAPI: Перший додаток, Uvicorn та OpenAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-intro","05.python\u002Ffastapi\u002F17.fastapi-intro",{"title":2816,"path":2817,"stem":2818},"Маршрутизація, параметри запитів та APIRouter","\u002Fpython\u002Ffastapi\u002Ffastapi-routing-params","05.python\u002Ffastapi\u002F18.fastapi-routing-params",{"title":2820,"path":2821,"stem":2822},"Pydantic v2 у FastAPI — схеми, валідація та серіалізація","\u002Fpython\u002Ffastapi\u002Ffastapi-pydantic-schemas","05.python\u002Ffastapi\u002F19.fastapi-pydantic-schemas",{"title":2824,"path":2825,"stem":2826},"Dependency Injection — серце архітектури FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-dependency-injection","05.python\u002Ffastapi\u002F20.fastapi-dependency-injection",{"title":2828,"path":2829,"stem":2830},"Обробка помилок, Middleware та CORS у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-errors-middleware","05.python\u002Ffastapi\u002F21.fastapi-errors-middleware",{"title":2832,"path":2833,"stem":2834},"SQLAlchemy 2.0 — ORM, Core та Async Engine","\u002Fpython\u002Ffastapi\u002Fsqlalchemy-orm","05.python\u002Ffastapi\u002F22.sqlalchemy-orm",{"title":2836,"path":2837,"stem":2838},"Alembic — міграції бази даних","\u002Fpython\u002Ffastapi\u002Falembic-migrations","05.python\u002Ffastapi\u002F23.alembic-migrations",{"title":2840,"path":2841,"stem":2842},"Repository Pattern та Clean Architecture у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-repository-clean-arch","05.python\u002Ffastapi\u002F24.fastapi-repository-clean-arch",{"title":2844,"path":2845,"stem":2846},"Автентифікація та авторизація — JWT, OAuth2, RBAC","\u002Fpython\u002Ffastapi\u002Ffastapi-auth-security","05.python\u002Ffastapi\u002F25.fastapi-auth-security",{"title":2848,"path":2849,"stem":2850},"Тестування FastAPI — pytest, httpx, fixtures","\u002Fpython\u002Ffastapi\u002Ffastapi-testing","05.python\u002Ffastapi\u002F26.fastapi-testing",{"title":2852,"path":2853,"stem":2854},"Async на повну — Background Tasks, WebSockets, SSE та Celery","\u002Fpython\u002Ffastapi\u002Ffastapi-async-advanced","05.python\u002Ffastapi\u002F27.fastapi-async-advanced",{"title":2856,"path":2857,"stem":2858},"Deployment — Docker, CI\u002FCD, Monitoring","\u002Fpython\u002Ffastapi\u002Ffastapi-deployment","05.python\u002Ffastapi\u002F28.fastapi-deployment",{"title":2860,"path":2861,"stem":2862},"[object Object]","\u002Fpython\u002Foop-plan","05.python\u002Foop-plan",{"title":2864,"icon":2865,"path":2866,"stem":2867,"children":2868,"page":59},"Бази даних","i-lucide-database","\u002Fdatabases","06.databases",[2869,2899,2922,2959,2988,3006,3040,3052,3061],{"title":2870,"icon":2871,"path":2872,"stem":2873,"children":2874,"page":59},"Intro","i-lucide-play","\u002Fdatabases\u002Fintro","06.databases\u002F01.intro",[2875,2879,2883,2887,2891,2895],{"title":2876,"path":2877,"stem":2878},"Введення в теорію баз даних","\u002Fdatabases\u002Fintro\u002Fintroduction-to-databases","06.databases\u002F01.intro\u002F01.introduction-to-databases",{"title":2880,"path":2881,"stem":2882},"Реляційна модель даних","\u002Fdatabases\u002Fintro\u002Frelational-model-theory","06.databases\u002F01.intro\u002F02.relational-model-theory",{"title":2884,"path":2885,"stem":2886},"ER-моделювання","\u002Fdatabases\u002Fintro\u002Fer-modeling","06.databases\u002F01.intro\u002F03.er-modeling",{"title":2888,"path":2889,"stem":2890},"Логічне проектування БД","\u002Fdatabases\u002Fintro\u002Flogical-schema","06.databases\u002F01.intro\u002F04.logical-schema",{"title":2892,"path":2893,"stem":2894},"Класифікація таблиць","\u002Fdatabases\u002Fintro\u002Ftable-classification","06.databases\u002F01.intro\u002F05.table-classification",{"title":2896,"path":2897,"stem":2898},"PlantUML для баз даних","\u002Fdatabases\u002Fintro\u002Fplantuml-diagrams","06.databases\u002F01.intro\u002F06.plantuml-diagrams",{"title":2900,"icon":2865,"path":2901,"stem":2902,"children":2903,"page":59},"MS SQL Server Start","\u002Fdatabases\u002Fms-sql-server-start","06.databases\u002F02.ms-sql-server-start",[2904,2908,2914,2918],{"title":2905,"path":2906,"stem":2907},"Типи даних у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fdata-types","06.databases\u002F02.ms-sql-server-start\u002F01.data-types",{"title":2909,"path":2910,"stem":2911,"children":2912},"Індекси у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-indexes","06.databases\u002F02.ms-sql-server-start\u002F02.sql-indexes",[2913],{"title":2909,"path":2910,"stem":2911},{"title":2915,"path":2916,"stem":2917},"Системні бази даних MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsystem-databases","06.databases\u002F02.ms-sql-server-start\u002F03.system-databases",{"title":2919,"path":2920,"stem":2921},"Огляд мови SQL та запитів","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-queries-overview","06.databases\u002F02.ms-sql-server-start\u002F04.sql-queries-overview",{"title":2923,"icon":2865,"path":2924,"stem":2925,"children":2926,"page":59},"SQL","\u002Fdatabases\u002Fsql","06.databases\u002F03.sql",[2927,2931,2935,2939,2943,2947,2951,2955],{"title":2928,"path":2929,"stem":2930},"Налаштування демонстраційної бази даних","\u002Fdatabases\u002Fsql\u002Fsample-database-setup","06.databases\u002F03.sql\u002F00.sample-database-setup",{"title":2932,"path":2933,"stem":2934},"DDL - Створення таблиць (CREATE TABLE)","\u002Fdatabases\u002Fsql\u002Fddl-create-table","06.databases\u002F03.sql\u002F01.ddl-create-table",{"title":2936,"path":2937,"stem":2938},"DDL - Зміна та видалення таблиць (ALTER, DROP)","\u002Fdatabases\u002Fsql\u002Fddl-alter-drop-table","06.databases\u002F03.sql\u002F02.ddl-alter-drop-table",{"title":2940,"path":2941,"stem":2942},"SELECT запити - Основи","\u002Fdatabases\u002Fsql\u002Fselect-queries-fundamentals","06.databases\u002F03.sql\u002F03.select-queries-fundamentals",{"title":2944,"path":2945,"stem":2946},"SELECT запити - Розширені можливості","\u002Fdatabases\u002Fsql\u002Fselect-queries-advanced","06.databases\u002F03.sql\u002F04.select-queries-advanced",{"title":2948,"path":2949,"stem":2950},"INSERT запити - Додавання даних","\u002Fdatabases\u002Fsql\u002Finsert-queries","06.databases\u002F03.sql\u002F05.insert-queries",{"title":2952,"path":2953,"stem":2954},"UPDATE та DELETE запити","\u002Fdatabases\u002Fsql\u002Fupdate-delete-queries","06.databases\u002F03.sql\u002F06.update-delete-queries",{"title":2956,"path":2957,"stem":2958},"Транзакції в SQL","\u002Fdatabases\u002Fsql\u002Ftransactions","06.databases\u002F03.sql\u002F07.transactions",{"title":2960,"icon":2865,"path":2961,"stem":2962,"children":2963,"page":59},"Multi Table Databases","\u002Fdatabases\u002Fmulti-table-databases","06.databases\u002F04.multi-table-databases",[2964,2968,2972,2976,2980,2984],{"title":2965,"path":2966,"stem":2967},"Зв'язки та нормалізація БД","\u002Fdatabases\u002Fmulti-table-databases\u002Frelationships-and-normalization","06.databases\u002F04.multi-table-databases\u002F00.relationships-and-normalization",{"title":2969,"path":2970,"stem":2971},"INNER JOIN - З'єднання таблиць","\u002Fdatabases\u002Fmulti-table-databases\u002Finner-join","06.databases\u002F04.multi-table-databases\u002F01.inner-join",{"title":2973,"path":2974,"stem":2975},"OUTER JOINs - LEFT, RIGHT, FULL","\u002Fdatabases\u002Fmulti-table-databases\u002Fouter-joins","06.databases\u002F04.multi-table-databases\u002F02.outer-joins",{"title":2977,"path":2978,"stem":2979},"CROSS та SELF JOINs","\u002Fdatabases\u002Fmulti-table-databases\u002Fcross-self-joins","06.databases\u002F04.multi-table-databases\u002F03.cross-self-joins",{"title":2981,"path":2982,"stem":2983},"Підзапити (Subqueries)","\u002Fdatabases\u002Fmulti-table-databases\u002Fsubqueries","06.databases\u002F04.multi-table-databases\u002F04.subqueries",{"title":2985,"path":2986,"stem":2987},"Агрегації з JOIN","\u002Fdatabases\u002Fmulti-table-databases\u002Faggregations-with-joins","06.databases\u002F04.multi-table-databases\u002F05.aggregations-with-joins",{"title":2989,"icon":2990,"path":2991,"stem":2992,"children":2993,"page":59},"Aggregate Functions","i-lucide-calculator","\u002Fdatabases\u002Faggregate-functions","06.databases\u002F05.aggregate-functions",[2994,2998,3002],{"title":2995,"path":2996,"stem":2997},"Функції агрегування в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fintroduction-aggregate-functions","06.databases\u002F05.aggregate-functions\u002F01.introduction-aggregate-functions",{"title":2999,"path":3000,"stem":3001},"Групування даних в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fgrouping-data","06.databases\u002F05.aggregate-functions\u002F02.grouping-data",{"title":3003,"path":3004,"stem":3005},"Підзапити з агрегатними функціями","\u002Fdatabases\u002Faggregate-functions\u002Fsubqueries-aggregates","06.databases\u002F05.aggregate-functions\u002F03.subqueries-aggregates",{"title":3007,"icon":3008,"path":3009,"stem":3010,"children":3011,"page":59},"Тригери та зберігаємі процедури","i-lucide-database-zap","\u002Fdatabases\u002Ftriggers-stored-procedures","06.databases\u002F07.triggers-stored-procedures",[3012,3016,3020,3024,3028,3032,3036],{"title":3013,"path":3014,"stem":3015},"DML-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fdml-triggers","06.databases\u002F07.triggers-stored-procedures\u002F01.dml-triggers",{"title":3017,"path":3018,"stem":3019},"DDL-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fddl-triggers","06.databases\u002F07.triggers-stored-procedures\u002F02.ddl-triggers",{"title":3021,"path":3022,"stem":3023},"Transact-SQL розширення","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransact-sql-extensions","06.databases\u002F07.triggers-stored-procedures\u002F03.transact-sql-extensions",{"title":3025,"path":3026,"stem":3027},"Транзакції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransactions","06.databases\u002F07.triggers-stored-procedures\u002F04.transactions",{"title":3029,"path":3030,"stem":3031},"Зберігаємі процедури","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fstored-procedures","06.databases\u002F07.triggers-stored-procedures\u002F05.stored-procedures",{"title":3033,"path":3034,"stem":3035},"Користувацькі функції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fuser-defined-functions","06.databases\u002F07.triggers-stored-procedures\u002F06.user-defined-functions",{"title":3037,"path":3038,"stem":3039},"Безпека баз даних","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fsecurity","06.databases\u002F07.triggers-stored-procedures\u002F08.security",{"title":3037,"icon":793,"path":3041,"stem":3042,"children":3043,"page":59},"\u002Fdatabases\u002Fsecurity","06.databases\u002F08.security",[3044,3048],{"title":3045,"path":3046,"stem":3047},"Вступ до безпеки баз даних","\u002Fdatabases\u002Fsecurity\u002Fintroduction","06.databases\u002F08.security\u002F01.introduction",{"title":3049,"path":3050,"stem":3051},"Системні представлення та метадані","\u002Fdatabases\u002Fsecurity\u002Fsystem-views","06.databases\u002F08.security\u002F02.system-views",{"title":3053,"icon":3054,"path":3055,"stem":3056,"children":3057,"page":59},"Резервне копіювання та відновлення","i-lucide-database-backup","\u002Fdatabases\u002Fbackup-recovery","06.databases\u002F09.backup-recovery",[3058],{"title":3053,"path":3059,"stem":3060},"\u002Fdatabases\u002Fbackup-recovery\u002Fbackup-restore","06.databases\u002F09.backup-recovery\u002F01.backup-restore",{"title":3062,"icon":3063,"path":3064,"stem":3065,"children":3066,"page":59},"Повнотекстовий пошук","i-lucide-search","\u002Fdatabases\u002Ffull-text-search","06.databases\u002F10.full-text-search",[3067],{"title":3062,"path":3068,"stem":3069},"\u002Fdatabases\u002Ffull-text-search\u002Ffull-text-search","06.databases\u002F10.full-text-search\u002F01.full-text-search",{"title":3071,"icon":3072,"path":3073,"stem":3074,"children":3075,"page":59},"Tools","i-lucide-wrench","\u002Ftools","07.tools",[3076,3152],{"title":3077,"icon":3078,"path":3079,"stem":3080,"children":3081},"Docker","i-simple-icons-docker","\u002Ftools\u002Fdocker","07.tools\u002F01.docker\u002Findex",[3082,3084,3088,3092,3096,3100,3104,3108,3112,3116,3120,3124,3128,3132,3136,3140,3144,3148],{"title":3083,"path":3079,"stem":3080},"Docker: від нуля до production",{"title":3085,"path":3086,"stem":3087},"Контейнеризація — від проблеми до рішення","\u002Ftools\u002Fdocker\u002Fcontainerization-concept","07.tools\u002F01.docker\u002F01.containerization-concept",{"title":3089,"path":3090,"stem":3091},"Docker — що це і навіщо?","\u002Ftools\u002Fdocker\u002Fdocker-what-and-why","07.tools\u002F01.docker\u002F02.docker-what-and-why",{"title":3093,"path":3094,"stem":3095},"Архітектура Docker Engine","\u002Ftools\u002Fdocker\u002Fdocker-architecture","07.tools\u002F01.docker\u002F03.docker-architecture",{"title":3097,"path":3098,"stem":3099},"Встановлення Docker","\u002Ftools\u002Fdocker\u002Finstallation","07.tools\u002F01.docker\u002F04.installation",{"title":3101,"path":3102,"stem":3103},"Перший контейнер — docker run","\u002Ftools\u002Fdocker\u002Ffirst-container","07.tools\u002F01.docker\u002F05.first-container",{"title":3105,"path":3106,"stem":3107},"Життєвий цикл контейнера","\u002Ftools\u002Fdocker\u002Fcontainer-lifecycle","07.tools\u002F01.docker\u002F06.container-lifecycle",{"title":3109,"path":3110,"stem":3111},"Docker Images — фундаментальні концепції","\u002Ftools\u002Fdocker\u002Fdocker-images-fundamentals","07.tools\u002F01.docker\u002F07.docker-images-fundamentals",{"title":3113,"path":3114,"stem":3115},"Dockerfile — основи","\u002Ftools\u002Fdocker\u002Fdockerfile-basics","07.tools\u002F01.docker\u002F08.dockerfile-basics",{"title":3117,"path":3118,"stem":3119},"Dockerfile — просунуті техніки","\u002Ftools\u002Fdocker\u002Fdockerfile-advanced","07.tools\u002F01.docker\u002F09.dockerfile-advanced",{"title":3121,"path":3122,"stem":3123},"Build Context та кешування шарів","\u002Ftools\u002Fdocker\u002Fbuild-context-and-cache","07.tools\u002F01.docker\u002F10.build-context-and-cache",{"title":3125,"path":3126,"stem":3127},"Реєстри Docker-образів","\u002Ftools\u002Fdocker\u002Fimage-registries","07.tools\u002F01.docker\u002F11.image-registries",{"title":3129,"path":3130,"stem":3131},"Контейнеризація .NET додатків","\u002Ftools\u002Fdocker\u002Fdotnet-containerization","07.tools\u002F01.docker\u002F12.dotnet-containerization",{"title":3133,"path":3134,"stem":3135},"Томи та збереження даних","\u002Ftools\u002Fdocker\u002Fvolumes-and-data","07.tools\u002F01.docker\u002F13.volumes-and-data",{"title":3137,"path":3138,"stem":3139},"Основи мережі в Docker","\u002Ftools\u002Fdocker\u002Fnetworking-basics","07.tools\u002F01.docker\u002F14.networking-basics",{"title":3141,"path":3142,"stem":3143},"Змінні оточення та конфігурація","\u002Ftools\u002Fdocker\u002Fenvironment-and-configuration","07.tools\u002F01.docker\u002F15.environment-and-configuration",{"title":3145,"path":3146,"stem":3147},"Docker Compose — оркестрація контейнерів","\u002Ftools\u002Fdocker\u002Fdocker-compose-basics","07.tools\u002F01.docker\u002F16.docker-compose-basics",{"title":3149,"path":3150,"stem":3151},"Docker Compose — Multi-Service застосунки","\u002Ftools\u002Fdocker\u002Fcompose-multi-service","07.tools\u002F01.docker\u002F17.compose-multi-service",{"title":3153,"icon":3154,"path":3155,"stem":3156,"children":3157},"Kubernetes","simple-icons:kubernetes","\u002Ftools\u002Fkubernetes","07.tools\u002F02.kubernetes\u002Findex",[3158,3160,3164,3168,3172,3176,3180,3184,3188],{"title":3159,"path":3155,"stem":3156},"Kubernetes: від розробки до production",{"title":3161,"path":3162,"stem":3163},"Kubernetes — коли Docker Compose більше не вистачає","\u002Ftools\u002Fkubernetes\u002Fwhy-kubernetes","07.tools\u002F02.kubernetes\u002F01.why-kubernetes",{"title":3165,"path":3166,"stem":3167},"Архітектура Kubernetes — анатомія кластера","\u002Ftools\u002Fkubernetes\u002Fkubernetes-architecture","07.tools\u002F02.kubernetes\u002F02.kubernetes-architecture",{"title":3169,"path":3170,"stem":3171},"Локальне середовище — minikube, kind та k3s","\u002Ftools\u002Fkubernetes\u002Flocal-environment","07.tools\u002F02.kubernetes\u002F03.local-environment",{"title":3173,"path":3174,"stem":3175},"Pod — атомарна одиниця Kubernetes","\u002Ftools\u002Fkubernetes\u002Fpods-and-containers","07.tools\u002F02.kubernetes\u002F04.pods-and-containers",{"title":3177,"path":3178,"stem":3179},"Патерни використання Pod","\u002Ftools\u002Fkubernetes\u002Fpod-patterns","07.tools\u002F02.kubernetes\u002F05.pod-patterns",{"title":3181,"path":3182,"stem":3183},"Deployment — декларативне управління Pod","\u002Ftools\u002Fkubernetes\u002Fdeployment-basics","07.tools\u002F02.kubernetes\u002F06.deployment-basics",{"title":3185,"path":3186,"stem":3187},"Rolling Updates та управління життєвим циклом Deployment","\u002Ftools\u002Fkubernetes\u002Fdeployment-rolling-updates","07.tools\u002F02.kubernetes\u002F07.deployment-rolling-updates",{"title":3189,"path":3190,"stem":3191},"Service — мережева абстракція для Pod","\u002Ftools\u002Fkubernetes\u002Fservices-networking","07.tools\u002F02.kubernetes\u002F08.services-networking",{"title":3193,"icon":3194,"path":3195,"stem":3196,"children":3197,"page":59},"Software Engineering","i-lucide-code-2","\u002Fsoftware-engineering","09.software-engineering",[3198,3202,3206,3210,3214,3218,3222,3226,3230,3234,3238],{"title":3199,"path":3200,"stem":3201},"1. Аналіз предметної області. Експертні знання та складність","\u002Fsoftware-engineering\u002Fintro-subdomains","09.software-engineering\u002F01.intro-subdomains",{"title":3203,"path":3204,"stem":3205},"2. Обмежені контексти. Інтеграція обмежених контекстів","\u002Fsoftware-engineering\u002Fintegrating-limited-contexts","09.software-engineering\u002F02.integrating-limited-contexts",{"title":3207,"path":3208,"stem":3209},"3. Реалізація простої бізнес-логіки","\u002Fsoftware-engineering\u002Fsimple","09.software-engineering\u002F03.simple",{"title":3211,"path":3212,"stem":3213},"4. Опрацювання складної бізнес-логіки","\u002Fsoftware-engineering\u002Fcomplex-business-logic","09.software-engineering\u002F04.complex-business-logic",{"title":3215,"path":3216,"stem":3217},"5. Моделювання фактора часу. Подієво-орієнтована архітектура.","\u002Fsoftware-engineering\u002Fmodelling-the-time-factor","09.software-engineering\u002F05.modelling-the-time-factor",{"title":3219,"path":3220,"stem":3221},"6. Архітектурні патерни","\u002Fsoftware-engineering\u002Farchitectural-patterns","09.software-engineering\u002F06.architectural-patterns",{"title":3223,"path":3224,"stem":3225},"Паттерни взаємодії","\u002Fsoftware-engineering\u002Fpatterns-of-interaction","09.software-engineering\u002F07.patterns-of-interaction",{"title":3227,"path":3228,"stem":3229},"Евристика проєктування","\u002Fsoftware-engineering\u002Fdesign-heuristics","09.software-engineering\u002F08.design-heuristics",{"title":3231,"path":3232,"stem":3233},"Еволюція проєктних рішень","\u002Fsoftware-engineering\u002Fevolution-of-design-solutions","09.software-engineering\u002F09.evolution-of-design-solutions",{"title":3235,"path":3236,"stem":3237},"EventStorming","\u002Fsoftware-engineering\u002Feventstorming","09.software-engineering\u002F10.eventstorming",{"title":3239,"path":3240,"stem":3241},"DDD на практиці","\u002Fsoftware-engineering\u002Fddd-in-practice","09.software-engineering\u002F11.ddd-in-practice",{"title":3243,"icon":943,"path":3244,"stem":3245,"children":3246,"page":59},"DDD","\u002Fddd","10.ddd",[3247,3251,3255,3259,3263,3267,3271,3275,3279,3283,3287,3291,3295],{"title":3248,"path":3249,"stem":3250},"Аналіз предметної області","\u002Fddd\u002Fdomain-analysis","10.ddd\u002F01.domain-analysis",{"title":3252,"path":3253,"stem":3254},"Експертні знання про предметну область","\u002Fddd\u002Fdomain-expert-knowledge","10.ddd\u002F02.domain-expert-knowledge",{"title":3256,"path":3257,"stem":3258},"Як осмислити складність предметної області","\u002Fddd\u002Fmanaging-domain-complexity","10.ddd\u002F03.managing-domain-complexity",{"title":3260,"path":3261,"stem":3262},"Інтеграція обмежених контекстів","\u002Fddd\u002Fbounded-context-integration","10.ddd\u002F04.bounded-context-integration",{"title":3264,"path":3265,"stem":3266},"Реалізація простої бізнес-логіки","\u002Fddd\u002Fsimple-business-logic","10.ddd\u002F05.simple-business-logic",{"title":3268,"path":3269,"stem":3270},"Обробка складної бізнес-логіки","\u002Fddd\u002Fcomplex-business-logic","10.ddd\u002F06.complex-business-logic",{"title":3272,"path":3273,"stem":3274},"Моделювання фактора часу","\u002Fddd\u002Ftime-modeling","10.ddd\u002F07.time-modeling",{"title":3276,"path":3277,"stem":3278},"Глава 8. Архітектурні Патерни","\u002Fddd\u002Farchitectural-patterns","10.ddd\u002F08.architectural-patterns",{"title":3280,"path":3281,"stem":3282},"Глава 9. Патерни Взаємодії","\u002Fddd\u002Finteraction-patterns","10.ddd\u002F09.interaction-patterns",{"title":3284,"path":3285,"stem":3286},"Глава 10. Проектні Евристики","\u002Fddd\u002Fdesign-heuristics","10.ddd\u002F10.design-heuristics",{"title":3288,"path":3289,"stem":3290},"Глава 11. Еволюція Проектних Рішень","\u002Fddd\u002Fevolution-of-design-decisions","10.ddd\u002F11.evolution-of-design-decisions",{"title":3292,"path":3293,"stem":3294},"Глава 12. EventStorming","\u002Fddd\u002Fevent-storming","10.ddd\u002F12.event-storming",{"title":3296,"path":3297,"stem":3298},"Глава 13. DDD на Практиці","\u002Fddd\u002Fddd-in-practice","10.ddd\u002F13.ddd-in-practice",{"title":3300,"icon":3301,"path":3302,"stem":3303,"children":3304,"page":59},"Media Streaming","i-lucide-video","\u002Fmedia-streaming","11.media-streaming",[3305,3309,3313,3317,3321,3325,3329],{"title":3306,"path":3307,"stem":3308},"01. Магія Стрімінгу: Що відбувається, коли ви натискаєте \"Play\"","\u002Fmedia-streaming\u002Fintroduction","11.media-streaming\u002F01.introduction",{"title":3310,"path":3311,"stem":3312},"02. Анатомія Медіа: Кодеки, Контейнери та Стиснення","\u002Fmedia-streaming\u002Faudio-video-anatomy","11.media-streaming\u002F02.audio-video-anatomy",{"title":3314,"path":3315,"stem":3316},"03. The Gym: FFmpeg Deep Dive","\u002Fmedia-streaming\u002Fffmpeg-gym","11.media-streaming\u002F03.ffmpeg-gym",{"title":3318,"path":3319,"stem":3320},"04. HLS Protocol: HTTP Live Streaming у Деталях","\u002Fmedia-streaming\u002Fhls-protocol","11.media-streaming\u002F04.hls-protocol",{"title":3322,"path":3323,"stem":3324},"05. DASH Protocol: Відкритий Стандарт","\u002Fmedia-streaming\u002Fdash-protocol","11.media-streaming\u002F05.dash-protocol",{"title":3326,"path":3327,"stem":3328},"06. Масштабування: CDN та Adaptive Bitrate","\u002Fmedia-streaming\u002Fcdn-and-adaptive-bitrate","11.media-streaming\u002F06.cdn-and-adaptive-bitrate",{"title":3330,"path":3331,"stem":3332},"07. Війна із Затримкою (Latency)","\u002Fmedia-streaming\u002Frealtime-latency","11.media-streaming\u002F07.realtime-latency",{"title":3334,"icon":3335,"path":3336,"stem":3337,"children":3338,"page":59},"HTML & CSS","i-devicon-html5","\u002Fhtml-css","12.html-css",[3339,3343,3347,3351,3355,3359,3363,3367,3371,3375,3379,3383,3387,3391,3395,3399,3403,3407,3411,3415,3419,3423,3427,3431,3435,3439,3443,3447,3451,3455],{"title":3340,"path":3341,"stem":3342},"Вступ до HTML. Структура документа","\u002Fhtml-css\u002Fintro-html-structure","12.html-css\u002F01.intro-html-structure",{"title":3344,"path":3345,"stem":3346},"Форматування тексту в HTML","\u002Fhtml-css\u002Fhtml-text-formatting","12.html-css\u002F02.html-text-formatting",{"title":3348,"path":3349,"stem":3350},"Посилання та зображення в HTML","\u002Fhtml-css\u002Fhtml-links-images","12.html-css\u002F03.html-links-images",{"title":3352,"path":3353,"stem":3354},"Списки та таблиці в HTML","\u002Fhtml-css\u002Fhtml-lists-tables","12.html-css\u002F04.html-lists-tables",{"title":3356,"path":3357,"stem":3358},"Форми в HTML","\u002Fhtml-css\u002Fhtml-forms","12.html-css\u002F05.html-forms",{"title":3360,"path":3361,"stem":3362},"Семантичні елементи HTML5","\u002Fhtml-css\u002Fhtml-semantic-elements","12.html-css\u002F06.html-semantic-elements",{"title":3364,"path":3365,"stem":3366},"Мультимедіа та розширені елементи HTML","\u002Fhtml-css\u002Fhtml-multimedia-advanced","12.html-css\u002F07.html-multimedia-advanced",{"title":3368,"path":3369,"stem":3370},"Мікророзмітка та SEO в HTML","\u002Fhtml-css\u002Fhtml-microdata-seo","12.html-css\u002F08.html-microdata-seo",{"title":3372,"path":3373,"stem":3374},"Вступ до CSS. Селектори та специфічність","\u002Fhtml-css\u002Fcss-intro-selectors","12.html-css\u002F09.css-intro-selectors",{"title":3376,"path":3377,"stem":3378},"Блокова модель CSS. Відступи. Box Sizing","\u002Fhtml-css\u002Fcss-box-model","12.html-css\u002F10.css-box-model",{"title":3380,"path":3381,"stem":3382},"Розміри у CSS: повний довідник одиниць і ключових слів","\u002Fhtml-css\u002F10a.css-sizing","12.html-css\u002F10a.css-sizing",{"title":3384,"path":3385,"stem":3386},"Типографіка в CSS. Шрифти та текст","\u002Fhtml-css\u002Fcss-typography","12.html-css\u002F11.css-typography",{"title":3388,"path":3389,"stem":3390},"Кольори та фони в CSS","\u002Fhtml-css\u002Fcss-colors-backgrounds","12.html-css\u002F12.css-colors-backgrounds",{"title":3392,"path":3393,"stem":3394},"Тіні та фільтри в CSS","\u002Fhtml-css\u002F12b.css-shadows-filters","12.html-css\u002F12b.css-shadows-filters",{"title":3396,"path":3397,"stem":3398},"CSS Flexbox: Фундамент гнучких макетів","\u002Fhtml-css\u002Fcss-flexbox-fundamentals","12.html-css\u002F13.css-flexbox-fundamentals",{"title":3400,"path":3401,"stem":3402},"CSS Flexbox: Вирівнювання та Позиціонування","\u002Fhtml-css\u002Fcss-flexbox-alignment-sizing-and-patterns","12.html-css\u002F14.css-flexbox-alignment-sizing-and-patterns",{"title":3404,"path":3405,"stem":3406},"CSS Grid. Двовимірний макет. Частина 1","\u002Fhtml-css\u002Fcss-layout-grid","12.html-css\u002F15.css-layout-grid",{"title":3408,"path":3409,"stem":3410},"CSS Grid. Двовимірний макет. Частина 2","\u002Fhtml-css\u002Fcss-layout-grid-advanced","12.html-css\u002F16.css-layout-grid-advanced",{"title":3412,"path":3413,"stem":3414},"Позиціонування в CSS. Z-index. Stacking Context","\u002Fhtml-css\u002Fcss-positioning","12.html-css\u002F17.css-positioning",{"title":3416,"path":3417,"stem":3418},"CSS Анімації та Переходи","\u002Fhtml-css\u002Fcss-animations-transitions","12.html-css\u002F18.css-animations-transitions",{"title":3420,"path":3421,"stem":3422},"Адаптивний дизайн. Media Queries. Частина 1","\u002Fhtml-css\u002Fcss-responsive-media-queries","12.html-css\u002F19.css-responsive-media-queries",{"title":3424,"path":3425,"stem":3426},"Адаптивний дизайн. Частина 2: clamp(), Container Queries, @layer","\u002Fhtml-css\u002Fcss-responsive-advanced","12.html-css\u002F20.css-responsive-advanced",{"title":3428,"path":3429,"stem":3430},"CSS Custom Properties. Методології. Сучасний CSS","\u002Fhtml-css\u002Fcss-variables-methodologies","12.html-css\u002F21.css-variables-methodologies",{"title":3432,"path":3433,"stem":3434},"Сучасний CSS 2023–2025: Нові можливості","\u002Fhtml-css\u002Fcss-modern-features","12.html-css\u002F22.css-modern-features",{"title":3436,"path":3437,"stem":3438},"CSS Nesting, @layer, @scope та @property: нативний препроцесор","\u002Fhtml-css\u002F22a.css-nesting-modern-syntax","12.html-css\u002F22a.css-nesting-modern-syntax",{"title":3440,"path":3441,"stem":3442},"CSS для форм та інтерактивних станів","\u002Fhtml-css\u002Fcss-forms-interactive-states","12.html-css\u002F23.css-forms-interactive-states",{"title":3444,"path":3445,"stem":3446},"Доступність у CSS (CSS Accessibility)","\u002Fhtml-css\u002Fcss-accessibility","12.html-css\u002F24.css-accessibility",{"title":3448,"path":3449,"stem":3450},"CSS-функції та сучасні sizing primitives","\u002Fhtml-css\u002Fcss-functions-sizing","12.html-css\u002F25.css-functions-sizing",{"title":3452,"path":3453,"stem":3454},"Rendering Pipeline і CSS Performance","\u002Fhtml-css\u002Fcss-rendering-performance","12.html-css\u002F26.css-rendering-performance",{"title":3456,"path":3457,"stem":3458},"CSS Best Practices: типові ситуації та правильні рішення","\u002Fhtml-css\u002Fcss-best-practices","12.html-css\u002F27.css-best-practices",{"title":3460,"path":3461,"stem":3462,"children":3463,"page":59},"AWS","\u002Faws","13.aws",[3464,3468,3472,3476,3480,3484,3488,3492,3496,3500,3504,3508,3512,3516,3520,3524,3528,3532],{"title":3465,"path":3466,"stem":3467},"Реєстрація AWS акаунту та студентські програми","\u002Faws\u002Faccount-registration","13.aws\u002F00.account-registration",{"title":3469,"path":3470,"stem":3471},"Вступ до хмарних обчислень та AWS","\u002Faws\u002Fintroduction-to-cloud","13.aws\u002F01.introduction-to-cloud",{"title":3473,"path":3474,"stem":3475},"AWS IAM — Identity and Access Management","\u002Faws\u002Fiam","13.aws\u002F02.iam",{"title":3477,"path":3478,"stem":3479},"AWS IAM CLI — Довідник команд","\u002Faws\u002F02a.iam-doc","13.aws\u002F02a.iam-doc",{"title":3481,"path":3482,"stem":3483},"Docker та контейнеризація в AWS — ECR, ECS та Fargate","\u002Faws\u002Fdocker-ecs","13.aws\u002F03.docker-ecs",{"title":3485,"path":3486,"stem":3487},"AWS ECR \u002F ECS CLI — Довідник команд","\u002Faws\u002F03a.docker-ecs-doc","13.aws\u002F03a.docker-ecs-doc",{"title":3489,"path":3490,"stem":3491},"Amazon EC2 — Elastic Compute Cloud","\u002Faws\u002Fec2","13.aws\u002F04.ec2",{"title":3493,"path":3494,"stem":3495},"AWS EC2 CLI — Довідник команд","\u002Faws\u002F04a.ec2-doc","13.aws\u002F04a.ec2-doc",{"title":3497,"path":3498,"stem":3499},"Elastic Load Balancing та Auto Scaling","\u002Faws\u002Falb-asg","13.aws\u002F05.alb-asg",{"title":3501,"path":3502,"stem":3503},"Amazon S3 — Simple Storage Service","\u002Faws\u002Fs3","13.aws\u002F06.s3",{"title":3505,"path":3506,"stem":3507},"Amazon CloudFront — Content Delivery Network","\u002Faws\u002Fcloudfront","13.aws\u002F07.cloudfront",{"title":3509,"path":3510,"stem":3511},"Amazon RDS — Relational Database Service","\u002Faws\u002Frds","13.aws\u002F08.rds",{"title":3513,"path":3514,"stem":3515},"Amazon DynamoDB — NoSQL Database","\u002Faws\u002Fdynamodb","13.aws\u002F09.dynamodb",{"title":3517,"path":3518,"stem":3519},"AWS Lambda та Serverless Compute","\u002Faws\u002Flambda","13.aws\u002F10.lambda",{"title":3521,"path":3522,"stem":3523},"Amazon Bedrock - Foundation Models, RAG та Agents","\u002Faws\u002Fbedrock","13.aws\u002F22.bedrock",{"title":3525,"path":3526,"stem":3527},"Amazon Rekognition - Комп'ютерний зір","\u002Faws\u002Frekognition","13.aws\u002F23.rekognition",{"title":3529,"path":3530,"stem":3531},"Amazon Textract - Інтелектуальний аналіз документів","\u002Faws\u002Ftextract","13.aws\u002F24.textract",{"title":3533,"path":3534,"stem":3535},"Amazon Polly, Transcribe, Comprehend та Translate","\u002Faws\u002Faudio-nlp-services","13.aws\u002F25.audio-nlp-services",{"title":3537,"path":3538,"stem":3539,"children":3540,"page":59},"Ai Development","\u002Fai-development","14.ai-development",[3541],{"title":3542,"path":3543,"stem":3544,"children":3545,"page":59},"Foundations","\u002Fai-development\u002Ffoundations","14.ai-development\u002F00.foundations",[3546],{"title":3547,"path":3548,"stem":3549},"Модуль 0.1. Що таке Large Language Model (LLM)","\u002Fai-development\u002Ffoundations\u002Fwhat-is-llm","14.ai-development\u002F00.foundations\u002F01.what-is-llm",{"title":3551,"path":3552,"stem":3553,"children":3554,"page":59},"React Native","\u002Freact-native","15.react-native",[3555,3576],{"title":3556,"path":3557,"stem":3558,"children":3559,"page":59},"Version1","\u002Freact-native\u002Fversion1","15.react-native\u002Fversion1",[3560,3564,3568,3572],{"title":3561,"path":3562,"stem":3563},"Що таке React Native","\u002Freact-native\u002Fversion1\u002Fwhat-is-react-native","15.react-native\u002Fversion1\u002F01.what-is-react-native",{"title":3565,"path":3566,"stem":3567},"Як влаштований React Native «під капотом»","\u002Freact-native\u002Fversion1\u002Freact-native-architecture","15.react-native\u002Fversion1\u002F02.react-native-architecture",{"title":3569,"path":3570,"stem":3571},"Від React до React Native: ключові відмінності","\u002Freact-native\u002Fversion1\u002Freact-native-vs-react","15.react-native\u002Fversion1\u002F03.react-native-vs-react",{"title":3573,"path":3574,"stem":3575},"View та Text — фундаментальні будівельні блоки","\u002Freact-native\u002Fversion1\u002Fview-and-text","15.react-native\u002Fversion1\u002F04.view-and-text",{"title":3577,"path":3578,"stem":3579,"children":3580,"page":59},"Version2","\u002Freact-native\u002Fversion2","15.react-native\u002Fversion2",[3581,3585,3589,3593,3597,3601,3605,3609,3613,3617,3621,3625,3629,3633,3637,3641,3645,3649,3653,3657,3661,3665,3669,3673,3677,3681,3685],{"title":3582,"path":3583,"stem":3584},"React Native — навіщо він потрібен","\u002Freact-native\u002Fversion2\u002Fwhy-react-native","15.react-native\u002Fversion2\u002F01.why-react-native",{"title":3586,"path":3587,"stem":3588},"Налаштування середовища розробки","\u002Freact-native\u002Fversion2\u002Fenvironment-setup","15.react-native\u002Fversion2\u002F02.environment-setup",{"title":3590,"path":3591,"stem":3592},"Expo і класичний React Native — два шляхи одного фреймворку","\u002Freact-native\u002Fversion2\u002Fexpo-vs-cli-landscape","15.react-native\u002Fversion2\u002F03.expo-vs-cli-landscape",{"title":3594,"path":3595,"stem":3596},"Середовище Expo — перший запуск","\u002Freact-native\u002Fversion2\u002Fexpo-setup-and-tooling","15.react-native\u002Fversion2\u002F04.expo-setup-and-tooling",{"title":3598,"path":3599,"stem":3600},"Структура проєкту та перші UI-примітиви","\u002Freact-native\u002Fversion2\u002Fproject-structure-and-conventions","15.react-native\u002Fversion2\u002F05.project-structure-and-conventions",{"title":3602,"path":3603,"stem":3604},"Базові компоненти React Native","\u002Freact-native\u002Fversion2\u002Fcore-components","15.react-native\u002Fversion2\u002F06.core-components",{"title":3606,"path":3607,"stem":3608},"Flexbox і layout у React Native","\u002Freact-native\u002Fversion2\u002Fflexbox-and-layout","15.react-native\u002Fversion2\u002F07.flexbox-and-layout",{"title":3610,"path":3611,"stem":3612},"StyleSheet і теми (light \u002F dark)","\u002Freact-native\u002Fversion2\u002Fstylesheet-and-theming","15.react-native\u002Fversion2\u002F08.stylesheet-and-theming",{"title":3614,"path":3615,"stem":3616},"Списки та віртуалізація","\u002Freact-native\u002Fversion2\u002Flists-and-virtualization","15.react-native\u002Fversion2\u002F09.lists-and-virtualization",{"title":3618,"path":3619,"stem":3620},"Форми, ввід і валідація","\u002Freact-native\u002Fversion2\u002Fforms-input-validation","15.react-native\u002Fversion2\u002F10.forms-input-validation",{"title":3622,"path":3623,"stem":3624},"Основи Expo Router","\u002Freact-native\u002Fversion2\u002Fexpo-router-basics","15.react-native\u002Fversion2\u002F11.expo-router-basics",{"title":3626,"path":3627,"stem":3628},"Вкладені навігатори та модалки","\u002Freact-native\u002Fversion2\u002Fnested-navigators-and-modals","15.react-native\u002Fversion2\u002F12.nested-navigators-and-modals",{"title":3630,"path":3631,"stem":3632},"Deep linking і параметри маршрутів","\u002Freact-native\u002Fversion2\u002Fdeep-linking-and-params","15.react-native\u002Fversion2\u002F13.deep-linking-and-params",{"title":3634,"path":3635,"stem":3636},"Робота з мережею та життєвий цикл застосунку","\u002Freact-native\u002Fversion2\u002Fnetworking-and-app-lifecycle","15.react-native\u002Fversion2\u002F14.networking-and-app-lifecycle",{"title":3638,"path":3639,"stem":3640},"Redux Toolkit на мобільних платформах","\u002Freact-native\u002Fversion2\u002Fredux-toolkit-on-mobile","15.react-native\u002Fversion2\u002F15.redux-toolkit-on-mobile",{"title":3642,"path":3643,"stem":3644},"RTK Query на мобільних платформах","\u002Freact-native\u002Fversion2\u002Frtk-query-mobile","15.react-native\u002Fversion2\u002F16.rtk-query-mobile",{"title":3646,"path":3647,"stem":3648},"Автентифікація та Безпечне Зберігання","\u002Freact-native\u002Fversion2\u002Fauth-secure-storage","15.react-native\u002Fversion2\u002F18.auth-secure-storage",{"title":3650,"path":3651,"stem":3652},"Локальне сховище — AsyncStorage, MMKV, SQLite","\u002Freact-native\u002Fversion2\u002Flocal-storage-mmkv-sqlite","15.react-native\u002Fversion2\u002F19.local-storage-mmkv-sqlite",{"title":3654,"path":3655,"stem":3656},"Офлайн-First і синхронізація","\u002Freact-native\u002Fversion2\u002Foffline-first-sync","15.react-native\u002Fversion2\u002F20.offline-first-sync",{"title":3658,"path":3659,"stem":3660},"Камера, медіа та файлова система","\u002Freact-native\u002Fversion2\u002Fcamera-media-filesystem","15.react-native\u002Fversion2\u002F21.camera-media-filesystem",{"title":3662,"path":3663,"stem":3664},"Карти та геолокація","\u002Freact-native\u002Fversion2\u002Fmaps-and-location","15.react-native\u002Fversion2\u002F22.maps-and-location",{"title":3666,"path":3667,"stem":3668},"Жести та дотики","\u002Freact-native\u002Fversion2\u002Fgestures-and-touch","15.react-native\u002Fversion2\u002F23.gestures-and-touch",{"title":3670,"path":3671,"stem":3672},"Анімації з Reanimated","\u002Freact-native\u002Fversion2\u002Freanimated-animations","15.react-native\u002Fversion2\u002F24.reanimated-animations",{"title":3674,"path":3675,"stem":3676},"Push і локальні сповіщення","\u002Freact-native\u002Fversion2\u002Fpush-and-local-notifications","15.react-native\u002Fversion2\u002F25.push-and-local-notifications",{"title":3678,"path":3679,"stem":3680},"Інтернаціоналізація та доступність","\u002Freact-native\u002Fversion2\u002Faccessibility-and-i18n","15.react-native\u002Fversion2\u002F26.accessibility-and-i18n",{"title":3682,"path":3683,"stem":3684},"EAS Build та профілі збірки","\u002Freact-native\u002Fversion2\u002Feas-build-and-profiles","15.react-native\u002Fversion2\u002F29.eas-build-and-profiles",{"title":3686,"path":3687,"stem":3688},"Публікація в App Store та Google Play","\u002Freact-native\u002Fversion2\u002Fapp-store-play-release","15.react-native\u002Fversion2\u002F30.app-store-play-release",{"title":3690,"path":3691,"stem":3692,"children":3693,"page":59},"Ai Python","\u002Fai-python","16.ai-python",[3694,3703,3712,3721,3750,3776,3801,3834,3851,3864,3873,3886,3895,3916,3929,3950],{"title":3695,"path":3696,"stem":3697,"children":3698,"page":59},"Intro To Ai","\u002Fai-python\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai",[3699],{"title":3700,"path":3701,"stem":3702},"Вступ до штучного інтелекту та машинного навчання","\u002Fai-python\u002Fintro-to-ai\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai\u002F01.intro-to-ai",{"title":3704,"path":3705,"stem":3706,"children":3707,"page":59},"Jupyter Notebook","\u002Fai-python\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook",[3708],{"title":3709,"path":3710,"stem":3711},"Знайомство з Jupyter Notebook та JupyterLab","\u002Fai-python\u002Fjupyter-notebook\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook\u002F02.jupyter-notebook",{"title":3713,"path":3714,"stem":3715,"children":3716,"page":59},"Numpy Pandas","\u002Fai-python\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas",[3717],{"title":3718,"path":3719,"stem":3720},"Робота з даними з використанням NumPy і pandas","\u002Fai-python\u002Fnumpy-pandas\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas\u002F03.numpy-pandas",{"title":3722,"path":3723,"stem":3724,"children":3725,"page":59},"Statistics Basics","\u002Fai-python\u002Fstatistics-basics","16.ai-python\u002F04.statistics-basics",[3726,3730,3734,3738,3742,3746],{"title":3727,"path":3728,"stem":3729},"Випадкові величини та їх типи","\u002Fai-python\u002Fstatistics-basics\u002Frandom-variables","16.ai-python\u002F04.statistics-basics\u002F01.random-variables",{"title":3731,"path":3732,"stem":3733},"Міри центральної тенденції","\u002Fai-python\u002Fstatistics-basics\u002Fcentral-tendency","16.ai-python\u002F04.statistics-basics\u002F02.central-tendency",{"title":3735,"path":3736,"stem":3737},"Міри варіації (розсіювання)","\u002Fai-python\u002Fstatistics-basics\u002Fvariability","16.ai-python\u002F04.statistics-basics\u002F03.variability",{"title":3739,"path":3740,"stem":3741},"Розподіли випадкових величин","\u002Fai-python\u002Fstatistics-basics\u002Fdistributions","16.ai-python\u002F04.statistics-basics\u002F04.distributions",{"title":3743,"path":3744,"stem":3745},"Кореляція та взаємозв'язки","\u002Fai-python\u002Fstatistics-basics\u002Fcorrelation","16.ai-python\u002F04.statistics-basics\u002F05.correlation",{"title":3747,"path":3748,"stem":3749},"Викиди та аномалії","\u002Fai-python\u002Fstatistics-basics\u002Foutliers","16.ai-python\u002F04.statistics-basics\u002F06.outliers",{"title":3751,"path":3752,"stem":3753,"children":3754},"Візуалізація даних за допомогою matplotlib","\u002Fai-python\u002Fdata-visualization","16.ai-python\u002F05.data-visualization\u002Findex",[3755,3756,3760,3764,3768,3772],{"title":3751,"path":3752,"stem":3753},{"title":3757,"path":3758,"stem":3759},"Основи matplotlib — Figure, Axes та перший графік","\u002Fai-python\u002Fdata-visualization\u002Fmatplotlib-basics","16.ai-python\u002F05.data-visualization\u002F01.matplotlib-basics",{"title":3761,"path":3762,"stem":3763},"Візуалізація розподілів — гістограми та box plots","\u002Fai-python\u002Fdata-visualization\u002Fdistributions","16.ai-python\u002F05.data-visualization\u002F02.distributions",{"title":3765,"path":3766,"stem":3767},"Візуалізація залежностей — scatter plots та кореляція","\u002Fai-python\u002Fdata-visualization\u002Frelationships","16.ai-python\u002F05.data-visualization\u002F03.relationships",{"title":3769,"path":3770,"stem":3771},"Візуалізація категоріальних даних — bar charts та pie charts","\u002Fai-python\u002Fdata-visualization\u002Fcategorical","16.ai-python\u002F05.data-visualization\u002F04.categorical",{"title":3773,"path":3774,"stem":3775},"Композиції та стилізація — subplots та багатопанельні дашборди","\u002Fai-python\u002Fdata-visualization\u002Fsubplots-styling","16.ai-python\u002F05.data-visualization\u002F05.subplots-styling",{"title":3777,"path":3778,"stem":3779,"children":3780,"page":59},"Linear Regression","\u002Fai-python\u002Flinear-regression","16.ai-python\u002F06.linear-regression",[3781,3785,3789,3793,3797],{"title":3782,"path":3783,"stem":3784},"Регресійна задача та лінійна регресія з однією змінною","\u002Fai-python\u002Flinear-regression\u002Fregression-task","16.ai-python\u002F06.linear-regression\u002F01.regression-task",{"title":3786,"path":3787,"stem":3788},"Метрики якості регресії — як оцінити модель","\u002Fai-python\u002Flinear-regression\u002Fquality-metrics","16.ai-python\u002F06.linear-regression\u002F02.quality-metrics",{"title":3790,"path":3791,"stem":3792},"Градієнтний спуск — як модель навчається","\u002Fai-python\u002Flinear-regression\u002Fgradient-descent","16.ai-python\u002F06.linear-regression\u002F03.gradient-descent",{"title":3794,"path":3795,"stem":3796},"Множинна лінійна регресія — модель з багатьма ознаками","\u002Fai-python\u002Flinear-regression\u002Fmultiple-regression","16.ai-python\u002F06.linear-regression\u002F04.multiple-regression",{"title":3798,"path":3799,"stem":3800},"Практичні завдання та резюме модуля","\u002Fai-python\u002Flinear-regression\u002Fpractice","16.ai-python\u002F06.linear-regression\u002F05.practice",{"title":3802,"path":3803,"stem":3804,"children":3805,"page":59},"Practical Regression","\u002Fai-python\u002Fpractical-regression","16.ai-python\u002F07.practical-regression",[3806,3810,3814,3818,3822,3826,3830],{"title":3807,"path":3808,"stem":3809},"Знайомство з scikit-learn","\u002Fai-python\u002Fpractical-regression\u002Fintro-scikit-learn","16.ai-python\u002F07.practical-regression\u002F01.intro-scikit-learn",{"title":3811,"path":3812,"stem":3813},"Exploratory Data Analysis датасету Housing Prices","\u002Fai-python\u002Fpractical-regression\u002Fhousing-dataset-eda","16.ai-python\u002F07.practical-regression\u002F02.housing-dataset-eda",{"title":3815,"path":3816,"stem":3817},"Попередня обробка даних (Data Preprocessing)","\u002Fai-python\u002Fpractical-regression\u002Fdata-preprocessing","16.ai-python\u002F07.practical-regression\u002F03.data-preprocessing",{"title":3819,"path":3820,"stem":3821},"Train\u002FTest Split та перша повноцінна модель","\u002Fai-python\u002Fpractical-regression\u002Ftrain-test-split","16.ai-python\u002F07.practical-regression\u002F04.train-test-split",{"title":3823,"path":3824,"stem":3825},"Перенавчання та недонавчання","\u002Fai-python\u002Fpractical-regression\u002Foverfitting-underfitting","16.ai-python\u002F07.practical-regression\u002F05.overfitting-underfitting",{"title":3827,"path":3828,"stem":3829},"Крос-валідація (Cross-Validation)","\u002Fai-python\u002Fpractical-regression\u002Fcross-validation","16.ai-python\u002F07.practical-regression\u002F06.cross-validation",{"title":3831,"path":3832,"stem":3833},"Гіперпараметри та їх оптимізація","\u002Fai-python\u002Fpractical-regression\u002Fhyperparameter-tuning","16.ai-python\u002F07.practical-regression\u002F07.hyperparameter-tuning",{"title":3835,"path":3836,"stem":3837,"children":3838,"page":59},"Polynomial Regression","\u002Fai-python\u002Fpolynomial-regression","16.ai-python\u002F08.polynomial-regression",[3839,3843,3847],{"title":3840,"path":3841,"stem":3842},"Нелінійні залежності та поліноміальна регресія","\u002Fai-python\u002Fpolynomial-regression\u002Fnonlinear-patterns","16.ai-python\u002F08.polynomial-regression\u002F01.nonlinear-patterns",{"title":3844,"path":3845,"stem":3846},"Регуляризація в регресії — Ridge та Lasso","\u002Fai-python\u002Fpolynomial-regression\u002Fregularization-methods","16.ai-python\u002F08.polynomial-regression\u002F02.regularization-methods",{"title":3848,"path":3849,"stem":3850},"Практика — поліноміальна регресія та регуляризація на Housing Prices","\u002Fai-python\u002Fpolynomial-regression\u002Fhousing-prices-practice","16.ai-python\u002F08.polynomial-regression\u002F03.housing-prices-practice",{"title":3852,"path":3853,"stem":3854,"children":3855,"page":59},"Decision Trees Random Forest","\u002Fai-python\u002Fdecision-trees-random-forest","16.ai-python\u002F09.decision-trees-random-forest",[3856,3860],{"title":3857,"path":3858,"stem":3859},"Дерева рішень — моделі з прозорою та зрозумілою логікою","\u002Fai-python\u002Fdecision-trees-random-forest\u002Fdecision-trees","16.ai-python\u002F09.decision-trees-random-forest\u002F01.decision-trees",{"title":3861,"path":3862,"stem":3863},"Random Forest — ансамблі дерев рішень","\u002Fai-python\u002Fdecision-trees-random-forest\u002Frandom-forest","16.ai-python\u002F09.decision-trees-random-forest\u002F02.random-forest",{"title":3865,"path":3866,"stem":3867,"children":3868,"page":59},"Gradient Boosting","\u002Fai-python\u002Fgradient-boosting","16.ai-python\u002F10.gradient-boosting",[3869],{"title":3870,"path":3871,"stem":3872},"Градієнтний бустинг та XGBoost — послідовне виправлення помилок","\u002Fai-python\u002Fgradient-boosting\u002Fgradient-boosting-xgboost","16.ai-python\u002F10.gradient-boosting\u002F01.gradient-boosting-xgboost",{"title":3874,"path":3875,"stem":3876,"children":3877,"page":59},"Logistic Regression Classification","\u002Fai-python\u002Flogistic-regression-classification","16.ai-python\u002F11.logistic-regression-classification",[3878,3882],{"title":3879,"path":3880,"stem":3881},"Основи класифікації та логістична регресія","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-basics","16.ai-python\u002F11.logistic-regression-classification\u002F01.classification-basics",{"title":3883,"path":3884,"stem":3885},"Метрики якості класифікації","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-metrics","16.ai-python\u002F11.logistic-regression-classification\u002F02.classification-metrics",{"title":3887,"path":3888,"stem":3889,"children":3890,"page":59},"Neural Networks Basics","\u002Fai-python\u002Fneural-networks-basics","16.ai-python\u002F12.neural-networks-basics",[3891],{"title":3892,"path":3893,"stem":3894},"Вступ до нейронних мереж — від персептрона до багатошарових мереж","\u002Fai-python\u002Fneural-networks-basics\u002Fperceptron-to-mlp","16.ai-python\u002F12.neural-networks-basics\u002F01.perceptron-to-mlp",{"title":3896,"path":3897,"stem":3898,"children":3899,"page":59},"Pytorch Intro","\u002Fai-python\u002Fpytorch-intro","16.ai-python\u002F13.pytorch-intro",[3900,3904,3908,3912],{"title":3901,"path":3902,"stem":3903},"Тензори та автоматичне диференціювання в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Ftensors-and-autograd","16.ai-python\u002F13.pytorch-intro\u002F01.tensors-and-autograd",{"title":3905,"path":3906,"stem":3907},"Побудова та тренування нейронних мереж у PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fbuilding-and-training","16.ai-python\u002F13.pytorch-intro\u002F02.building-and-training",{"title":3909,"path":3910,"stem":3911},"Робота з даними та регуляризація в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fdata-and-regularization","16.ai-python\u002F13.pytorch-intro\u002F03.data-and-regularization",{"title":3913,"path":3914,"stem":3915},"Просунуті теми PyTorch — GPU, оптимізація та deployment","\u002Fai-python\u002Fpytorch-intro\u002Fadvanced-topics","16.ai-python\u002F13.pytorch-intro\u002F04.advanced-topics",{"title":3917,"path":3918,"stem":3919,"children":3920,"page":59},"Activation Functions Heart Disease","\u002Fai-python\u002Factivation-functions-heart-disease","16.ai-python\u002F14.activation-functions-heart-disease",[3921,3925],{"title":3922,"path":3923,"stem":3924},"Функції активації та побудова нейронної мережі для передбачення вад серця","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fheart-disease-prediction","16.ai-python\u002F14.activation-functions-heart-disease\u002F01.heart-disease-prediction",{"title":3926,"path":3927,"stem":3928},"Бонус — Повний приклад Student Performance Prediction","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fstudent-performance-bonus","16.ai-python\u002F14.activation-functions-heart-disease\u002F02.student-performance-bonus",{"title":3930,"path":3931,"stem":3932,"children":3933,"page":59},"Cnn Image Classification","\u002Fai-python\u002Fcnn-image-classification","16.ai-python\u002F15.cnn-image-classification",[3934,3938,3942,3946],{"title":3935,"path":3936,"stem":3937},"Основи згорткових нейронних мереж — чому не MLP?","\u002Fai-python\u002Fcnn-image-classification\u002Fcnn-fundamentals","16.ai-python\u002F15.cnn-image-classification\u002F01.cnn-fundamentals",{"title":3939,"path":3940,"stem":3941},"Практична імплементація CNN для класифікації MNIST","\u002Fai-python\u002Fcnn-image-classification\u002Fmnist-classification","16.ai-python\u002F15.cnn-image-classification\u002F02.mnist-classification",{"title":3943,"path":3944,"stem":3945},"Глибші CNN та аугментація даних для CIFAR-10","\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-and-data-augmentation","16.ai-python\u002F15.cnn-image-classification\u002F03.cifar10-and-data-augmentation",{"title":3947,"path":3948,"stem":3949},"Transfer Learning та візуалізація внутрішніх представлень CNN","\u002Fai-python\u002Fcnn-image-classification\u002Ftransfer-learning-and-visualization","16.ai-python\u002F15.cnn-image-classification\u002F04.transfer-learning-and-visualization",{"title":3951,"path":3952,"stem":3953,"children":3954,"page":59},"Batching Normalization Deep Networks","\u002Fai-python\u002Fbatching-normalization-deep-networks","16.ai-python\u002F16.batching-normalization-deep-networks",[3955,3959,3963,3967,3971,3975,3979],{"title":3956,"path":3957,"stem":3958},"Mini-batch Gradient Descent та ефективна обробка даних","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fmini-batch-gradient-descent","16.ai-python\u002F16.batching-normalization-deep-networks\u002F01.mini-batch-gradient-descent",{"title":3960,"path":3961,"stem":3962},"Ініціалізація ваг — фундамент стабільного навчання","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fweight-initialization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F02.weight-initialization",{"title":3964,"path":3965,"stem":3966},"Batch Normalization — прорив у глибокому навчанні","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fbatch-normalization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F03.batch-normalization",{"title":3968,"path":3969,"stem":3970},"Dropout та комбіновані стратегії регуляризації","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdropout-and-regularization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F04.dropout-and-regularization",{"title":3972,"path":3973,"stem":3974},"Проєктування глибоких мереж — від теорії до практики","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdeep-networks-architectures","16.ai-python\u002F16.batching-normalization-deep-networks\u002F05.deep-networks-architectures",{"title":3976,"path":3977,"stem":3978},"Планування learning rate — коли та як зменшувати крок навчання","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Flearning-rate-scheduling","16.ai-python\u002F16.batching-normalization-deep-networks\u002F06.learning-rate-scheduling",{"title":3980,"path":3981,"stem":3982},"Підсумковий проєкт — побудова сучасного класифікатора зображень","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Ffinal-project-deep-classifier","16.ai-python\u002F16.batching-normalization-deep-networks\u002F07.final-project-deep-classifier",{"title":3984,"icon":658,"path":3985,"stem":3986,"children":3987,"page":59},"Клієнт-серверна архітектура","\u002Fclient-server-architecture","17.client-server-architecture",[3988,3992,3996,4000,4004,4008,4012,4016,4020,4024,4028,4032,4036,4040,4044,4048,4052,4056],{"title":3989,"path":3990,"stem":3991},"Архітектура клієнт-серверних систем та основи Go","\u002Fclient-server-architecture\u002Fclient-server-architecture-and-go","17.client-server-architecture\u002F01.client-server-architecture-and-go",{"title":3993,"path":3994,"stem":3995},"Система типів та модель пам’яті мови Go","\u002Fclient-server-architecture\u002Ftype-system-and-memory-model","17.client-server-architecture\u002F02.type-system-and-memory-model",{"title":3997,"path":3998,"stem":3999},"Інтерфейси та модель конкурентності мови Go","\u002Fclient-server-architecture\u002Finterfaces-and-concurrency-model","17.client-server-architecture\u002F03.interfaces-and-concurrency-model",{"title":4001,"path":4002,"stem":4003},"Сокетне програмування та протокол TCP у Go","\u002Fclient-server-architecture\u002Ftcp-socket-programming","17.client-server-architecture\u002F04.tcp-socket-programming",{"title":4005,"path":4006,"stem":4007},"Протокол UDP та датаграмна передача даних","\u002Fclient-server-architecture\u002Fudp-datagram-transmission","17.client-server-architecture\u002F05.udp-datagram-transmission",{"title":4009,"path":4010,"stem":4011},"Криптографічний захист каналів зв","\u002Fclient-server-architecture\u002Ftls-cryptographic-channel-protection","17.client-server-architecture\u002F06.tls-cryptographic-channel-protection",{"title":4013,"path":4014,"stem":4015},"Прикладні мережеві протоколи DNS та SMTP","\u002Fclient-server-architecture\u002Fdns-smtp-application-protocols","17.client-server-architecture\u002F07.dns-smtp-application-protocols",{"title":4017,"path":4018,"stem":4019},"Протокол HTTP та стандартний вебсервер Go","\u002Fclient-server-architecture\u002Fhttp-protocol-and-web-server","17.client-server-architecture\u002F08.http-protocol-and-web-server",{"title":4021,"path":4022,"stem":4023},"Проєктування REST API та маршрутизація засобами Chi","\u002Fclient-server-architecture\u002Frest-api-design-and-chi-routing","17.client-server-architecture\u002F09.rest-api-design-and-chi-routing",{"title":4025,"path":4026,"stem":4027},"Лекція 10. Шарувата архітектура та конвеєри обробки запитів","\u002Fclient-server-architecture\u002Flayered-architecture-and-middleware-pipelines","17.client-server-architecture\u002F10.layered-architecture-and-middleware-pipelines",{"title":4029,"path":4030,"stem":4031},"Лекція 11. Архітектура та маршрутизація фреймворку Gin","\u002Fclient-server-architecture\u002Fgin-framework-architecture-and-routing","17.client-server-architecture\u002F11.gin-framework-architecture-and-routing",{"title":4033,"path":4034,"stem":4035},"Лекція 12. Валідація даних, безпека та документування у Gin","\u002Fclient-server-architecture\u002Fdata-validation-security-and-documentation-in-gin","17.client-server-architecture\u002F12.data-validation-security-and-documentation-in-gin",{"title":4037,"path":4038,"stem":4039},"Лекція 13. Взаємодія з реляційними СУБД та технології ORM","\u002Fclient-server-architecture\u002Frelational-databases-and-orm","17.client-server-architecture\u002F13.relational-databases-and-orm",{"title":4041,"path":4042,"stem":4043},"Потокова передача даних та протокол WebSocket","\u002Fclient-server-architecture\u002Fstreaming-data-and-websockets","17.client-server-architecture\u002F14.streaming-data-and-websockets",{"title":4045,"path":4046,"stem":4047},"Міжсервісна взаємодія на основі протоколу gRPC","\u002Fclient-server-architecture\u002Fgrpc-inter-service-communication","17.client-server-architecture\u002F15.grpc-inter-service-communication",{"title":4049,"path":4050,"stem":4051},"Асинхронний обмін повідомленнями та протоколи черг","\u002Fclient-server-architecture\u002Fasynchronous-message-exchange-and-queue-protocols","17.client-server-architecture\u002F16.asynchronous-message-exchange-and-queue-protocols",{"title":4053,"path":4054,"stem":4055},"Протоколи потокового медіа та технологія WebRTC","\u002Fclient-server-architecture\u002Fstreaming-media-protocols-and-webrtc","17.client-server-architecture\u002F17.streaming-media-protocols-and-webrtc",{"title":4057,"path":4058,"stem":4059},"Моніторинг, безпека та контейнеризація застосунків","\u002Fclient-server-architecture\u002Fmonitoring-security-and-containerization","17.client-server-architecture\u002F18.monitoring-security-and-containerization",{"title":4061,"icon":2118,"path":4062,"stem":4063,"children":4064,"page":59},"Розробка WEB-застосувань","\u002Fweb-development","18.web-development",[4065,4110,4148,4177,4206,4263,4313,4407,4473,4555,4588,4616,4658,4704,4747],{"title":4066,"icon":658,"path":4067,"stem":4068,"children":4069,"page":59},"Архітектура комп'ютерних мереж та мережеві протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols","18.web-development\u002F01.network-architecture-and-protocols",[4070,4074,4078,4082,4086,4090,4094,4098,4102,4106],{"title":4071,"path":4072,"stem":4073},"Еволюція веброзробки та модель клієнт-сервер","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fweb-evolution-client-server","18.web-development\u002F01.network-architecture-and-protocols\u002F01.web-evolution-client-server",{"title":4075,"path":4076,"stem":4077},"Еталонна модель OSI","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fosi-model","18.web-development\u002F01.network-architecture-and-protocols\u002F02.osi-model",{"title":4079,"path":4080,"stem":4081},"Стек протоколів TCP\u002FIP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-ip-stack","18.web-development\u002F01.network-architecture-and-protocols\u002F03.tcp-ip-stack",{"title":4083,"path":4084,"stem":4085},"IP-адресація, порти та сокети","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fip-addressing-ports-sockets","18.web-development\u002F01.network-architecture-and-protocols\u002F04.ip-addressing-ports-sockets",{"title":4087,"path":4088,"stem":4089},"Протоколи TCP та UDP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-udp-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F05.tcp-udp-protocols",{"title":4091,"path":4092,"stem":4093},"Система доменних імен DNS","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fdns-system","18.web-development\u002F01.network-architecture-and-protocols\u002F06.dns-system",{"title":4095,"path":4096,"stem":4097},"Протокол SMTP та поштові протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fsmtp-email-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F07.smtp-email-protocols",{"title":4099,"path":4100,"stem":4101},"Протокол WebSocket","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fwebsocket-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F08.websocket-protocol",{"title":4103,"path":4104,"stem":4105},"Протокол SSH","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fssh-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F09.ssh-protocol",{"title":4107,"path":4108,"stem":4109},"Огляд сучасних серверних технологій","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fmodern-backend-technologies","18.web-development\u002F01.network-architecture-and-protocols\u002F10.modern-backend-technologies",{"title":4111,"icon":4112,"path":4113,"stem":4114,"children":4115,"page":59},"Протокол HTTP та захищена передача даних HTTPS","i-lucide-lock","\u002Fweb-development\u002Fhttp-and-https","18.web-development\u002F02.http-and-https",[4116,4120,4124,4128,4132,4136,4140,4144],{"title":4117,"path":4118,"stem":4119},"Вступ до протоколу HTTP та еволюція веб-технологій","\u002Fweb-development\u002Fhttp-and-https\u002Fintroduction-and-evolution","18.web-development\u002F02.http-and-https\u002F01.introduction-and-evolution",{"title":4121,"path":4122,"stem":4123},"Анатомія HTTP-запиту","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-request-structure","18.web-development\u002F02.http-and-https\u002F02.http-request-structure",{"title":4125,"path":4126,"stem":4127},"Анатомія HTTP-відповіді","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-response-structure","18.web-development\u002F02.http-and-https\u002F03.http-response-structure",{"title":4129,"path":4130,"stem":4131},"Методи HTTP та їхня семантика","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-methods","18.web-development\u002F02.http-and-https\u002F04.http-methods",{"title":4133,"path":4134,"stem":4135},"Коди статусу HTTP та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-status-codes","18.web-development\u002F02.http-and-https\u002F05.http-status-codes",{"title":4137,"path":4138,"stem":4139},"HTTP-заголовки та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-headers","18.web-development\u002F02.http-and-https\u002F06.http-headers",{"title":4141,"path":4142,"stem":4143},"CORS та механізми безпеки HTTP","\u002Fweb-development\u002Fhttp-and-https\u002Fcors-and-security","18.web-development\u002F02.http-and-https\u002F07.cors-and-security",{"title":4145,"path":4146,"stem":4147},"HTTPS та криптографічні основи TLS","\u002Fweb-development\u002Fhttp-and-https\u002Fhttps-and-tls","18.web-development\u002F02.http-and-https\u002F08.https-and-tls",{"title":4149,"icon":2498,"path":4150,"stem":4151,"children":4152,"page":59},"Система типів мови TypeScript","\u002Fweb-development\u002Ftypescript-type-system","18.web-development\u002F03.typescript-type-system",[4153,4157,4161,4165,4169,4173],{"title":4154,"path":4155,"stem":4156},"Знайомство з TypeScript Compiler","\u002Fweb-development\u002Ftypescript-type-system\u002Fintroduction-compiler-config","18.web-development\u002F03.typescript-type-system\u002F01.introduction-compiler-config",{"title":4158,"path":4159,"stem":4160},"Примітивні типи даних: string, number, boolean","\u002Fweb-development\u002Ftypescript-type-system\u002Fprimitive-special-types","18.web-development\u002F03.typescript-type-system\u002F02.primitive-special-types",{"title":4162,"path":4163,"stem":4164},"Масиви, кортежі та об","\u002Fweb-development\u002Ftypescript-type-system\u002Farrays-tuples-objects","18.web-development\u002F03.typescript-type-system\u002F03.arrays-tuples-objects",{"title":4166,"path":4167,"stem":4168},"Псевдоніми типів, Union типи, Intersection типи та літеральні типи","\u002Fweb-development\u002Ftypescript-type-system\u002Funion-intersection-literals","18.web-development\u002F03.typescript-type-system\u002F04.union-intersection-literals",{"title":4170,"path":4171,"stem":4172},"Type Narrowing (звуження типів)","\u002Fweb-development\u002Ftypescript-type-system\u002Ftype-narrowing","18.web-development\u002F03.typescript-type-system\u002F05.type-narrowing",{"title":4174,"path":4175,"stem":4176},"Типізація функцій","\u002Fweb-development\u002Ftypescript-type-system\u002Ffunctions-typing","18.web-development\u002F03.typescript-type-system\u002F06.functions-typing",{"title":4178,"icon":2498,"path":4179,"stem":4180,"children":4181,"page":59},"Розширені засоби мови TypeScript","\u002Fweb-development\u002Ftypescript-advanced","18.web-development\u002F04.typescript-advanced",[4182,4186,4190,4194,4198,4202],{"title":4183,"path":4184,"stem":4185},"Interfaces та Classes","\u002Fweb-development\u002Ftypescript-advanced\u002Finterfaces-classes","18.web-development\u002F04.typescript-advanced\u002F01.interfaces-classes",{"title":4187,"path":4188,"stem":4189},"Основи Generic типів","\u002Fweb-development\u002Ftypescript-advanced\u002Fgenerics-fundamentals","18.web-development\u002F04.typescript-advanced\u002F02.generics-fundamentals",{"title":4191,"path":4192,"stem":4193},"Enums та Decorators","\u002Fweb-development\u002Ftypescript-advanced\u002Fenums-decorators","18.web-development\u002F04.typescript-advanced\u002F03.enums-decorators",{"title":4195,"path":4196,"stem":4197},"Utility Types","\u002Fweb-development\u002Ftypescript-advanced\u002Futility-types","18.web-development\u002F04.typescript-advanced\u002F04.utility-types",{"title":4199,"path":4200,"stem":4201},"Mapped та Conditional Types","\u002Fweb-development\u002Ftypescript-advanced\u002Fmapped-conditional-types","18.web-development\u002F04.typescript-advanced\u002F05.mapped-conditional-types",{"title":4203,"path":4204,"stem":4205},"Модулі та Strict Mode","\u002Fweb-development\u002Ftypescript-advanced\u002Fmodules-strict-mode","18.web-development\u002F04.typescript-advanced\u002F06.modules-strict-mode",{"title":4207,"icon":4208,"path":4209,"stem":4210,"children":4211,"page":59},"Платформа Node.js як середовище виконання","i-devicon-nodejs","\u002Fweb-development\u002Fnodejs-platform","18.web-development\u002F05.nodejs-platform",[4212,4216,4220,4224,4228,4232,4236,4240,4244,4248,4252,4255,4259],{"title":4213,"path":4214,"stem":4215},"Що таке Node.js та його архітектура","\u002Fweb-development\u002Fnodejs-platform\u002Fwhat-is-nodejs","18.web-development\u002F05.nodejs-platform\u002F01.what-is-nodejs",{"title":4217,"path":4218,"stem":4219},"Event Loop — серце Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fevent-loop","18.web-development\u002F05.nodejs-platform\u002F02.event-loop",{"title":4221,"path":4222,"stem":4223},"Модульні системи: CommonJS vs ES Modules","\u002Fweb-development\u002Fnodejs-platform\u002Fmodule-systems","18.web-development\u002F05.nodejs-platform\u002F03.module-systems",{"title":4225,"path":4226,"stem":4227},"npm та package.json","\u002Fweb-development\u002Fnodejs-platform\u002Fnpm-package-json","18.web-development\u002F05.nodejs-platform\u002F04.npm-package-json",{"title":4229,"path":4230,"stem":4231},"Глобальні об\\","\u002Fweb-development\u002Fnodejs-platform\u002Fglobal-objects","18.web-development\u002F05.nodejs-platform\u002F05.global-objects",{"title":4233,"path":4234,"stem":4235},"Вбудований модуль fs (File System)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-fs","18.web-development\u002F05.nodejs-platform\u002F06.built-in-modules-fs",{"title":4237,"path":4238,"stem":4239},"Вбудований модуль path","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-path","18.web-development\u002F05.nodejs-platform\u002F07.built-in-modules-path",{"title":4241,"path":4242,"stem":4243},"Вбудований модуль http","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-http","18.web-development\u002F05.nodejs-platform\u002F08.built-in-modules-http",{"title":4245,"path":4246,"stem":4247},"Streams — потоки даних у Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fstreams","18.web-development\u002F05.nodejs-platform\u002F09.streams",{"title":4249,"path":4250,"stem":4251},"Вбудований модуль util (Utilities)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-util","18.web-development\u002F05.nodejs-platform\u002F10.built-in-modules-util",{"title":3141,"path":4253,"stem":4254},"\u002Fweb-development\u002Fnodejs-platform\u002Fenvironment-variables","18.web-development\u002F05.nodejs-platform\u002F11.environment-variables",{"title":4256,"path":4257,"stem":4258},"Інструменти налагодження та розробки","\u002Fweb-development\u002Fnodejs-platform\u002Fdebugging-tools","18.web-development\u002F05.nodejs-platform\u002F12.debugging-tools",{"title":4260,"path":4261,"stem":4262},"Продуктивність та Best Practices","\u002Fweb-development\u002Fnodejs-platform\u002Fperformance-best-practices","18.web-development\u002F05.nodejs-platform\u002F13.performance-best-practices",{"title":4264,"icon":4265,"path":4266,"stem":4267,"children":4268,"page":59},"Асинхронне програмування у Node.js","i-lucide-clock","\u002Fweb-development\u002Fasync-programming-nodejs","18.web-development\u002F06.async-programming-nodejs",[4269,4273,4277,4281,4285,4289,4293,4297,4301,4305,4309],{"title":4270,"path":4271,"stem":4272},"Синхронний vs асинхронний код","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fsync-vs-async","18.web-development\u002F06.async-programming-nodejs\u002F01.sync-vs-async",{"title":4274,"path":4275,"stem":4276},"Callbacks — перша парадигма асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fcallbacks","18.web-development\u002F06.async-programming-nodejs\u002F02.callbacks",{"title":4278,"path":4279,"stem":4280},"Promises — стандарт асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromises","18.web-development\u002F06.async-programming-nodejs\u002F03.promises",{"title":4282,"path":4283,"stem":4284},"Promise комбінатори","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromise-combinators","18.web-development\u002F06.async-programming-nodejs\u002F04.promise-combinators",{"title":4286,"path":4287,"stem":4288},"Async\u002FAwait — синтаксичний цукор над Promises","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fasync-await","18.web-development\u002F06.async-programming-nodejs\u002F05.async-await",{"title":4290,"path":4291,"stem":4292},"Паралельне vs послідовне виконання","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fparallel-vs-sequential","18.web-development\u002F06.async-programming-nodejs\u002F06.parallel-vs-sequential",{"title":4294,"path":4295,"stem":4296},"EventEmitter — подієва модель Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fevent-emitter","18.web-development\u002F06.async-programming-nodejs\u002F07.event-emitter",{"title":4298,"path":4299,"stem":4300},"Worker Threads — багатопотоковість у Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fworker-threads","18.web-development\u002F06.async-programming-nodejs\u002F08.worker-threads",{"title":4302,"path":4303,"stem":4304},"Child Processes — запуск зовнішніх процесів","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fchild-processes","18.web-development\u002F06.async-programming-nodejs\u002F09.child-processes",{"title":4306,"path":4307,"stem":4308},"Обробка помилок у асинхронному коді","\u002Fweb-development\u002Fasync-programming-nodejs\u002Ferror-handling","18.web-development\u002F06.async-programming-nodejs\u002F10.error-handling",{"title":4310,"path":4311,"stem":4312},"Порівняння Node.js фреймворків","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fnodejs-frameworks","18.web-development\u002F06.async-programming-nodejs\u002F11.nodejs-frameworks",{"title":4314,"icon":4315,"path":4316,"stem":4317,"children":4318,"page":59},"Тема 7. Фреймворк NestJS. Контролери та маршрутизація","i-lucide-route","\u002Fweb-development\u002Fnestjs-controllers-routing","18.web-development\u002F07.nestjs-controllers-routing",[4319,4323,4327,4331,4335,4339,4343,4347,4351,4355,4359,4363,4367,4371,4375,4379,4383,4387,4391,4395,4399,4403],{"title":4320,"path":4321,"stem":4322},"Філософія та архітектура NestJS","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-philosophy","18.web-development\u002F07.nestjs-controllers-routing\u002F01.nestjs-philosophy",{"title":4324,"path":4325,"stem":4326},"Три стовпи архітектури: модулі, контролери, провайдери","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fthree-pillars","18.web-development\u002F07.nestjs-controllers-routing\u002F02.three-pillars",{"title":4328,"path":4329,"stem":4330},"Інверсія керування (IoC) та ін","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fioc-and-di","18.web-development\u002F07.nestjs-controllers-routing\u002F03.ioc-and-di",{"title":4332,"path":4333,"stem":4334},"Встановлення NestJS CLI та створення проєкту","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-setup","18.web-development\u002F07.nestjs-controllers-routing\u002F04.nestjs-cli-setup",{"title":4336,"path":4337,"stem":4338},"Структура проєкту NestJS та конвенції","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fproject-structure","18.web-development\u002F07.nestjs-controllers-routing\u002F05.project-structure",{"title":4340,"path":4341,"stem":4342},"Контролери: основи маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontrollers-basics","18.web-development\u002F07.nestjs-controllers-routing\u002F06.controllers-basics",{"title":4344,"path":4345,"stem":4346},"Декоратори маршрутизації HTTP-методів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F07.route-decorators",{"title":4348,"path":4349,"stem":4350},"Параметри маршруту та декоратор @Param","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F08.route-parameters",{"title":4352,"path":4353,"stem":4354},"Query-параметри та декоратор @Query","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fquery-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F09.query-parameters",{"title":4356,"path":4357,"stem":4358},"Тіло запиту та декоратор @Body","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-body","18.web-development\u002F07.nestjs-controllers-routing\u002F10.request-body",{"title":4360,"path":4361,"stem":4362},"Робота з заголовками запиту та відповіді","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fheaders-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F11.headers-decorators",{"title":4364,"path":4365,"stem":4366},"Data Transfer Objects (DTO): визначення та призначення","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fdto-introduction","18.web-development\u002F07.nestjs-controllers-routing\u002F12.dto-introduction",{"title":4368,"path":4369,"stem":4370},"Об'єкти Request та Response","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-response-objects","18.web-development\u002F07.nestjs-controllers-routing\u002F13.request-response-objects",{"title":4372,"path":4373,"stem":4374},"HTTP-статус коди та декоратор @HttpCode","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fhttp-status-codes","18.web-development\u002F07.nestjs-controllers-routing\u002F14.http-status-codes",{"title":4376,"path":4377,"stem":4378},"Перенаправлення (Redirects) та декоратор @Redirect","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fredirects","18.web-development\u002F07.nestjs-controllers-routing\u002F15.redirects",{"title":4380,"path":4381,"stem":4382},"Асинхронні обробники та Observables","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fasync-handlers","18.web-development\u002F07.nestjs-controllers-routing\u002F16.async-handlers",{"title":4384,"path":4385,"stem":4386},"Маршрутизація за піддоменами та версіонування API","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fsub-domain-routing","18.web-development\u002F07.nestjs-controllers-routing\u002F17.sub-domain-routing",{"title":4388,"path":4389,"stem":4390},"Області видимості контролерів (Scopes)","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontroller-scopes","18.web-development\u002F07.nestjs-controllers-routing\u002F18.controller-scopes",{"title":4392,"path":4393,"stem":4394},"Основні команди NestJS CLI","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-commands","18.web-development\u002F07.nestjs-controllers-routing\u002F19.nestjs-cli-commands",{"title":4396,"path":4397,"stem":4398},"Практичний приклад: створення CRUD-контролера","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcrud-example","18.web-development\u002F07.nestjs-controllers-routing\u002F20.crud-example",{"title":4400,"path":4401,"stem":4402},"Тестування контролерів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Ftesting-controllers","18.web-development\u002F07.nestjs-controllers-routing\u002F21.testing-controllers",{"title":4404,"path":4405,"stem":4406},"Best Practices для контролерів та маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fbest-practices","18.web-development\u002F07.nestjs-controllers-routing\u002F22.best-practices",{"title":4408,"icon":4409,"path":4410,"stem":4411,"children":4412,"page":59},"Тема 8. Провайдери, сервіси та модульна система NestJS","i-lucide-package","\u002Fweb-development\u002Fnestjs-providers-modules","18.web-development\u002F08.nestjs-providers-modules",[4413,4417,4421,4425,4429,4433,4437,4441,4445,4449,4453,4457,4461,4465,4469],{"title":4414,"path":4415,"stem":4416},"Концепція провайдерів у NestJS","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fproviders-concept","18.web-development\u002F08.nestjs-providers-modules\u002F01.providers-concept",{"title":4418,"path":4419,"stem":4420},"Сервіси: інкапсуляція бізнес-логіки","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fservices-business-logic","18.web-development\u002F08.nestjs-providers-modules\u002F02.services-business-logic",{"title":4422,"path":4423,"stem":4424},"Практика ін","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdependency-injection-practice","18.web-development\u002F08.nestjs-providers-modules\u002F03.dependency-injection-practice",{"title":4426,"path":4427,"stem":4428},"Custom Providers: useValue, useClass, useFactory, useExisting","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcustom-providers","18.web-development\u002F08.nestjs-providers-modules\u002F04.custom-providers",{"title":4430,"path":4431,"stem":4432},"Injection Tokens: рядкові та символьні токени","\u002Fweb-development\u002Fnestjs-providers-modules\u002Finjection-tokens","18.web-development\u002F08.nestjs-providers-modules\u002F05.injection-tokens",{"title":4434,"path":4435,"stem":4436},"Опціональні провайдери та декоратор @Optional","\u002Fweb-development\u002Fnestjs-providers-modules\u002Foptional-providers","18.web-development\u002F08.nestjs-providers-modules\u002F07.optional-providers",{"title":4438,"path":4439,"stem":4440},"Структура модулів: imports, controllers, providers, exports","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodules-structure","18.web-development\u002F08.nestjs-providers-modules\u002F08.modules-structure",{"title":4442,"path":4443,"stem":4444},"Feature Modules: ізоляція функціональності","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ffeature-modules","18.web-development\u002F08.nestjs-providers-modules\u002F09.feature-modules",{"title":4446,"path":4447,"stem":4448},"Shared Modules: перевикористання провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fshared-modules","18.web-development\u002F08.nestjs-providers-modules\u002F10.shared-modules",{"title":4450,"path":4451,"stem":4452},"Global Modules та декоратор @Global","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fglobal-modules","18.web-development\u002F08.nestjs-providers-modules\u002F11.global-modules",{"title":4454,"path":4455,"stem":4456},"Dynamic Modules: конфігурація під час виконання","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdynamic-modules","18.web-development\u002F08.nestjs-providers-modules\u002F12.dynamic-modules",{"title":4458,"path":4459,"stem":4460},"Циклічні залежності та forwardRef","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcircular-dependencies","18.web-development\u002F08.nestjs-providers-modules\u002F13.circular-dependencies",{"title":4462,"path":4463,"stem":4464},"Lifecycle Hooks: хуки життєвого циклу","\u002Fweb-development\u002Fnestjs-providers-modules\u002Flifecycle-hooks","18.web-development\u002F08.nestjs-providers-modules\u002F14.lifecycle-hooks",{"title":4466,"path":4467,"stem":4468},"ModuleRef: динамічний доступ до провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodule-reference","18.web-development\u002F08.nestjs-providers-modules\u002F15.module-reference",{"title":4470,"path":4471,"stem":4472},"Тестування сервісів та провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ftesting-services","18.web-development\u002F08.nestjs-providers-modules\u002F16.testing-services",{"title":4474,"icon":4475,"path":4476,"stem":4477,"children":4478,"page":59},"Тема 9. Валідація даних та конвеєр обробки запитів у NestJS","i-lucide-filter","\u002Fweb-development\u002Fnestjs-validation-pipeline","18.web-development\u002F09.nestjs-validation-pipeline",[4479,4483,4487,4491,4495,4499,4503,4507,4511,4515,4519,4523,4527,4531,4535,4539,4543,4547,4551],{"title":4480,"path":4481,"stem":4482},"Request Pipeline: конвеєр обробки запитів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Frequest-pipeline","18.web-development\u002F09.nestjs-validation-pipeline\u002F01.request-pipeline",{"title":4484,"path":4485,"stem":4486},"Pipes: концепція трансформації та валідації","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipes-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F02.pipes-concept",{"title":4488,"path":4489,"stem":4490},"Вбудовані pipes: ParseIntPipe, ParseBoolPipe, ParseUUIDPipe","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fbuilt-in-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F03.built-in-pipes",{"title":4492,"path":4493,"stem":4494},"ValidationPipe: автоматична валідація DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fvalidation-pipe","18.web-development\u002F09.nestjs-validation-pipeline\u002F04.validation-pipe",{"title":4496,"path":4497,"stem":4498},"Декоратори class-validator для DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fclass-validator-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F05.class-validator-decorators",{"title":4500,"path":4501,"stem":4502},"Створення кастомних валідаторів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-validators","18.web-development\u002F09.nestjs-validation-pipeline\u002F06.custom-validators",{"title":4504,"path":4505,"stem":4506},"Створення власних Pipes","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F07.custom-pipes",{"title":4508,"path":4509,"stem":4510},"Основи Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-basics","18.web-development\u002F09.nestjs-validation-pipeline\u002F08.middleware-basics",{"title":4512,"path":4513,"stem":4514},"Практичні приклади Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F09.middleware-examples",{"title":4516,"path":4517,"stem":4518},"Guards: захисні перехоплювачі доступу","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fguards-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F10.guards-concept",{"title":4520,"path":4521,"stem":4522},"Створення кастомних Guards","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-guards","18.web-development\u002F09.nestjs-validation-pipeline\u002F11.custom-guards",{"title":4524,"path":4525,"stem":4526},"Interceptors: перехоплення та трансформація відповідей","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptors-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F12.interceptors-concept",{"title":4528,"path":4529,"stem":4530},"Практичні приклади Interceptors","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptor-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F13.interceptor-examples",{"title":4532,"path":4533,"stem":4534},"Exception Filters: обробка виключень","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F14.exception-filters",{"title":4536,"path":4537,"stem":4538},"Custom Exception Filters: спеціалізовані фільтри","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-exception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F15.custom-exception-filters",{"title":4540,"path":4541,"stem":4542},"Execution Context: контекст виконання","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexecution-context","18.web-development\u002F09.nestjs-validation-pipeline\u002F16.execution-context",{"title":4544,"path":4545,"stem":4546},"Custom Decorators: власні декоратори","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F17.custom-decorators",{"title":4548,"path":4549,"stem":4550},"Global Components: глобальні компоненти","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fglobal-components","18.web-development\u002F09.nestjs-validation-pipeline\u002F18.global-components",{"title":4552,"path":4553,"stem":4554},"Pipeline Best Practices: найкращі практики","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipeline-best-practices","18.web-development\u002F09.nestjs-validation-pipeline\u002F19.pipeline-best-practices",{"title":4556,"icon":2865,"path":4557,"stem":4558,"children":4559,"page":59},"Інтеграція реляційних баз даних засобами TypeORM","\u002Fweb-development\u002Ftypeorm-integration","18.web-development\u002F10.typeorm-integration",[4560,4564,4568,4572,4576,4580,4584],{"title":4561,"path":4562,"stem":4563},"Робота з базами даних у Node.js через нативні драйвери","\u002Fweb-development\u002Ftypeorm-integration\u002F01-nodejs-database-drivers","18.web-development\u002F10.typeorm-integration\u002F01-nodejs-database-drivers",{"title":4565,"path":4566,"stem":4567},"ORM та знайомство з TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F02-orm-and-typeorm-intro","18.web-development\u002F10.typeorm-integration\u002F02-orm-and-typeorm-intro",{"title":4569,"path":4570,"stem":4571},"Налаштування TypeORM у NestJS проєкті","\u002Fweb-development\u002Ftypeorm-integration\u002F03-typeorm-setup-nestjs","18.web-development\u002F10.typeorm-integration\u002F03-typeorm-setup-nestjs",{"title":4573,"path":4574,"stem":4575},"Entity класи та декоратори TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F04-entities-and-decorators","18.web-development\u002F10.typeorm-integration\u002F04-entities-and-decorators",{"title":4577,"path":4578,"stem":4579},"Repository Pattern та CRUD операції","\u002Fweb-development\u002Ftypeorm-integration\u002F05-repository-pattern-crud","18.web-development\u002F10.typeorm-integration\u002F05-repository-pattern-crud",{"title":4581,"path":4582,"stem":4583},"Пагінація та фільтрація даних","\u002Fweb-development\u002Ftypeorm-integration\u002F06-pagination-filtering","18.web-development\u002F10.typeorm-integration\u002F06-pagination-filtering",{"title":4585,"path":4586,"stem":4587},"QueryBuilder для складних запитів","\u002Fweb-development\u002Ftypeorm-integration\u002F07-query-builder","18.web-development\u002F10.typeorm-integration\u002F07-query-builder",{"title":4589,"icon":4590,"path":4591,"stem":4592,"children":4593,"page":59},"Зв'язки між сутностями, міграції та оптимізація запитів","i-lucide-git-branch","\u002Fweb-development\u002Fentity-relations-migrations","18.web-development\u002F11.entity-relations-migrations",[4594,4598,4602,4606,4610],{"title":4595,"path":4596,"stem":4597},"Зв'язки One-to-Many та Many-to-One","\u002Fweb-development\u002Fentity-relations-migrations\u002F01-one-to-many-many-to-one","18.web-development\u002F11.entity-relations-migrations\u002F01-one-to-many-many-to-one",{"title":4599,"path":4600,"stem":4601},"Зв'язки One-to-One та Many-to-Many","\u002Fweb-development\u002Fentity-relations-migrations\u002F02-one-to-one-many-to-many","18.web-development\u002F11.entity-relations-migrations\u002F02-one-to-one-many-to-many",{"title":4603,"path":4604,"stem":4605},"Керування міграціями бази даних","\u002Fweb-development\u002Fentity-relations-migrations\u002F03-migrations-management","18.web-development\u002F11.entity-relations-migrations\u002F03-migrations-management",{"title":4607,"path":4608,"stem":4609},"Транзакції у TypeORM","\u002Fweb-development\u002Fentity-relations-migrations\u002F04-transactions","18.web-development\u002F11.entity-relations-migrations\u002F04-transactions",{"title":4611,"path":4612,"stem":4613,"children":4614},"Індекси та оптимізація запитів","\u002Fweb-development\u002Fentity-relations-migrations\u002F05-indexes-optimization","18.web-development\u002F11.entity-relations-migrations\u002F05-indexes-optimization",[4615],{"title":4611,"path":4612,"stem":4613},{"title":4617,"icon":4618,"path":4619,"stem":4620,"children":4621,"page":59},"Механізми автентифікації у вебзастосунках","i-lucide-key","\u002Fweb-development\u002Fauthentication","18.web-development\u002F12.authentication",[4622,4626,4630,4634,4638,4642,4646,4650,4654],{"title":4623,"path":4624,"stem":4625},"Автентифікація vs Авторизація","\u002Fweb-development\u002Fauthentication\u002F01-authentication-vs-authorization","18.web-development\u002F12.authentication\u002F01-authentication-vs-authorization",{"title":4627,"path":4628,"stem":4629},"Стратегії автентифікації","\u002Fweb-development\u002Fauthentication\u002F02-authentication-strategies","18.web-development\u002F12.authentication\u002F02-authentication-strategies",{"title":4631,"path":4632,"stem":4633},"Автентифікація на основі сесій","\u002Fweb-development\u002Fauthentication\u002F03-session-based-authentication","18.web-development\u002F12.authentication\u002F03-session-based-authentication",{"title":4635,"path":4636,"stem":4637},"Структура JSON Web Token (JWT)","\u002Fweb-development\u002Fauthentication\u002F04-jwt-structure","18.web-development\u002F12.authentication\u002F04-jwt-structure",{"title":4639,"path":4640,"stem":4641},"Інтеграція JWT у NestJS","\u002Fweb-development\u002Fauthentication\u002F05-nestjs-jwt-integration","18.web-development\u002F12.authentication\u002F05-nestjs-jwt-integration",{"title":4643,"path":4644,"stem":4645},"Passport.js стратегії у NestJS","\u002Fweb-development\u002Fauthentication\u002F06-passport-strategies","18.web-development\u002F12.authentication\u002F06-passport-strategies",{"title":4647,"path":4648,"stem":4649},"Безпечне зберігання паролів: хешування та криптографічний захист","\u002Fweb-development\u002Fauthentication\u002F07-password-hashing","18.web-development\u002F12.authentication\u002F07-password-hashing",{"title":4651,"path":4652,"stem":4653},"Refresh Token та безпечне оновлення доступу","\u002Fweb-development\u002Fauthentication\u002F08-refresh-tokens","18.web-development\u002F12.authentication\u002F08-refresh-tokens",{"title":4655,"path":4656,"stem":4657},"OAuth 2.0 та OpenID Connect: делегована автентифікація","\u002Fweb-development\u002Fauthentication\u002F09-oauth2-openid","18.web-development\u002F12.authentication\u002F09-oauth2-openid",{"title":4659,"icon":4660,"path":4661,"stem":4662,"children":4663,"page":59},"Авторизація та безпека серверних застосунків","i-lucide-shield","\u002Fweb-development\u002Fauthorization-security","18.web-development\u002F13.authorization-security",[4664,4668,4672,4676,4680,4684,4688,4692,4696,4700],{"title":4665,"path":4666,"stem":4667},"Моделі авторизації","\u002Fweb-development\u002Fauthorization-security\u002F01-authorization-models","18.web-development\u002F13.authorization-security\u002F01-authorization-models",{"title":4669,"path":4670,"stem":4671},"Реалізація RBAC у NestJS","\u002Fweb-development\u002Fauthorization-security\u002F02-rbac-implementation","18.web-development\u002F13.authorization-security\u002F02-rbac-implementation",{"title":4673,"path":4674,"stem":4675},"Permission-Based Access Control","\u002Fweb-development\u002Fauthorization-security\u002F03-permission-based-access","18.web-development\u002F13.authorization-security\u002F03-permission-based-access",{"title":4677,"path":4678,"stem":4679},"ABAC та бібліотека CASL","\u002Fweb-development\u002Fauthorization-security\u002F04-abac-casl","18.web-development\u002F13.authorization-security\u002F04-abac-casl",{"title":4681,"path":4682,"stem":4683},"Кастомні декоратори та метадані","\u002Fweb-development\u002Fauthorization-security\u002F05-custom-decorators-metadata","18.web-development\u002F13.authorization-security\u002F05-custom-decorators-metadata",{"title":4685,"path":4686,"stem":4687},"Конфігурація CORS","\u002Fweb-development\u002Fauthorization-security\u002F06-cors-configuration","18.web-development\u002F13.authorization-security\u002F06-cors-configuration",{"title":4689,"path":4690,"stem":4691},"Захист через HTTP Security Headers (Helmet)","\u002Fweb-development\u002Fauthorization-security\u002F07-helmet-security-headers","18.web-development\u002F13.authorization-security\u002F07-helmet-security-headers",{"title":4693,"path":4694,"stem":4695},"Rate Limiting та Throttling","\u002Fweb-development\u002Fauthorization-security\u002F08-rate-limiting-throttling","18.web-development\u002F13.authorization-security\u002F08-rate-limiting-throttling",{"title":4697,"path":4698,"stem":4699},"Захист від поширених атак","\u002Fweb-development\u002Fauthorization-security\u002F09-common-attacks-protection","18.web-development\u002F13.authorization-security\u002F09-common-attacks-protection",{"title":4701,"path":4702,"stem":4703},"HTTPS у продакшені","\u002Fweb-development\u002Fauthorization-security\u002F10-https-production","18.web-development\u002F13.authorization-security\u002F10-https-production",{"title":4705,"icon":871,"path":4706,"stem":4707,"children":4708,"page":59},"Комунікація у реальному часі, нотифікації та фонові задачі","\u002Fweb-development\u002Frealtime-notifications-jobs","18.web-development\u002F14.realtime-notifications-jobs",[4709,4713,4717,4721,4725,4729,4732,4735,4739,4743],{"title":4710,"path":4711,"stem":4712},"Методи комунікації у реальному часі","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F01-realtime-communication-methods","18.web-development\u002F14.realtime-notifications-jobs\u002F01-realtime-communication-methods",{"title":4714,"path":4715,"stem":4716},"WebSocket Gateway у NestJS","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F02-websocket-gateway","18.web-development\u002F14.realtime-notifications-jobs\u002F02-websocket-gateway",{"title":4718,"path":4719,"stem":4720},"Lifecycle та Rooms у WebSocket","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F03-websocket-lifecycle-rooms","18.web-development\u002F14.realtime-notifications-jobs\u002F03-websocket-lifecycle-rooms",{"title":4722,"path":4723,"stem":4724},"Server-Sent Events (SSE)","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F04-server-sent-events","18.web-development\u002F14.realtime-notifications-jobs\u002F04-server-sent-events",{"title":4726,"path":4727,"stem":4728},"Архітектура системи нотифікацій","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F05-notification-system","18.web-development\u002F14.realtime-notifications-jobs\u002F05-notification-system",{"title":904,"path":4730,"stem":4731},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F06-email-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F06-email-notifications",{"title":900,"path":4733,"stem":4734},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F07-web-push-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F07-web-push-notifications",{"title":4736,"path":4737,"stem":4738},"Фонові задачі та черги","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F08-background-jobs-queues","18.web-development\u002F14.realtime-notifications-jobs\u002F08-background-jobs-queues",{"title":4740,"path":4741,"stem":4742},"Планувальники та Cron jobs","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F09-schedulers-cron","18.web-development\u002F14.realtime-notifications-jobs\u002F09-schedulers-cron",{"title":4744,"path":4745,"stem":4746},"Практичні сценарії застосування","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F10-practical-scenarios","18.web-development\u002F14.realtime-notifications-jobs\u002F10-practical-scenarios",{"title":4748,"icon":4749,"path":4750,"stem":4751,"children":4752,"page":59},"Тестування, документування та розгортання застосунків","i-lucide-rocket","\u002Fweb-development\u002Ftesting-documentation-deployment","18.web-development\u002F15.testing-documentation-deployment",[4753,4757,4761,4765,4769,4773,4777,4781,4785,4789],{"title":4754,"path":4755,"stem":4756},"Піраміда тестування та стратегія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F01-testing-pyramid-strategy","18.web-development\u002F15.testing-documentation-deployment\u002F01-testing-pyramid-strategy",{"title":4758,"path":4759,"stem":4760},"Основи Jest у NestJS","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F02-jest-nestjs-basics","18.web-development\u002F15.testing-documentation-deployment\u002F02-jest-nestjs-basics",{"title":4762,"path":4763,"stem":4764},"Unit-тестування сервісів","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F03-unit-testing-services","18.web-development\u002F15.testing-documentation-deployment\u002F03-unit-testing-services",{"title":4766,"path":4767,"stem":4768},"E2E тестування та покриття коду","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F04-e2e-testing-coverage","18.web-development\u002F15.testing-documentation-deployment\u002F04-e2e-testing-coverage",{"title":4770,"path":4771,"stem":4772},"Swagger, OpenAPI, Scalar та Arazzo","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F05-swagger-openapi","18.web-development\u002F15.testing-documentation-deployment\u002F05-swagger-openapi",{"title":4774,"path":4775,"stem":4776},"Керування конфігурацією","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F06-configuration-management","18.web-development\u002F15.testing-documentation-deployment\u002F06-configuration-management",{"title":4778,"path":4779,"stem":4780},"Docker та контейнеризація","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F07-docker-containerization","18.web-development\u002F15.testing-documentation-deployment\u002F07-docker-containerization",{"title":4782,"path":4783,"stem":4784},"CI\u002FCD Pipelines","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F08-cicd-pipelines","18.web-development\u002F15.testing-documentation-deployment\u002F08-cicd-pipelines",{"title":4786,"path":4787,"stem":4788},"Логування та моніторинг","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F09-logging-monitoring","18.web-development\u002F15.testing-documentation-deployment\u002F09-logging-monitoring",{"title":4790,"path":4791,"stem":4792},"Серіалізація та компресія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F10-serialization-compression","18.web-development\u002F15.testing-documentation-deployment\u002F10-serialization-compression",{"title":4794,"icon":4795,"path":4796,"stem":4797,"children":4798,"page":59},"AI Core: мислення AI","i-lucide-brain","\u002Fai-core","19.ai-core",[4799,4840,4889,4927],{"title":4800,"icon":4749,"path":4801,"stem":4802,"children":4803,"page":59},"Вхід у професію AI Native Developer","\u002Fai-core\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer",[4804,4808,4812,4816,4820,4824,4828,4832,4836],{"title":4805,"path":4806,"stem":4807},"Вступ до професії розробника цифрових продуктів","\u002Fai-core\u002Fai-native-developer\u002Fdigital-products","19.ai-core\u002F01.ai-native-developer\u002F01.digital-products",{"title":4809,"path":4810,"stem":4811},"Професія розробника програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fsoftware-developer","19.ai-core\u002F01.ai-native-developer\u002F02.software-developer",{"title":4813,"path":4814,"stem":4815},"Професія AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer\u002F03.ai-native-developer",{"title":4817,"path":4818,"stem":4819},"Вплив AI на розробку програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fai-impact-on-development","19.ai-core\u002F01.ai-native-developer\u002F04.ai-impact-on-development",{"title":4821,"path":4822,"stem":4823},"Життєвий цикл цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fproduct-lifecycle","19.ai-core\u002F01.ai-native-developer\u002F05.product-lifecycle",{"title":4825,"path":4826,"stem":4827},"Застосування AI на етапах створення цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fai-in-product-creation","19.ai-core\u002F01.ai-native-developer\u002F06.ai-in-product-creation",{"title":4829,"path":4830,"stem":4831},"Розподіл завдань між людиною та AI","\u002Fai-core\u002Fai-native-developer\u002Fhuman-vs-ai-tasks","19.ai-core\u002F01.ai-native-developer\u002F07.human-vs-ai-tasks",{"title":4833,"path":4834,"stem":4835},"Компетенції AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcompetencies","19.ai-core\u002F01.ai-native-developer\u002F08.competencies",{"title":4837,"path":4838,"stem":4839},"Карта професійного розвитку AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcareer-roadmap","19.ai-core\u002F01.ai-native-developer\u002F09.career-roadmap",{"title":4841,"icon":255,"path":4842,"stem":4843,"children":4844,"page":59},"Штучний інтелект і машинне навчання","\u002Fai-core\u002Fai-and-machine-learning","19.ai-core\u002F02.ai-and-machine-learning",[4845,4849,4853,4857,4861,4865,4869,4873,4877,4881,4885],{"title":4846,"path":4847,"stem":4848},"Штучний інтелект","\u002Fai-core\u002Fai-and-machine-learning\u002Fwhat-is-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F01.what-is-ai",{"title":4850,"path":4851,"stem":4852},"Відмінність AI від інших програмних систем","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-vs-automation","19.ai-core\u002F02.ai-and-machine-learning\u002F02.ai-vs-automation",{"title":4854,"path":4855,"stem":4856},"Завдання штучного інтелекту","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-tasks","19.ai-core\u002F02.ai-and-machine-learning\u002F03.ai-tasks",{"title":4858,"path":4859,"stem":4860},"Machine Learning","\u002Fai-core\u002Fai-and-machine-learning\u002Fmachine-learning","19.ai-core\u002F02.ai-and-machine-learning\u002F04.machine-learning",{"title":4862,"path":4863,"stem":4864},"Machine Learning Workflow","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-workflow","19.ai-core\u002F02.ai-and-machine-learning\u002F05.ml-workflow",{"title":4866,"path":4867,"stem":4868},"Типи машинного навчання","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-types","19.ai-core\u002F02.ai-and-machine-learning\u002F06.ml-types",{"title":4870,"path":4871,"stem":4872},"Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fgenerative-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F07.generative-ai",{"title":4874,"path":4875,"stem":4876},"Типи контенту, створюваного AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-content-types","19.ai-core\u002F02.ai-and-machine-learning\u002F08.ai-content-types",{"title":4878,"path":4879,"stem":4880},"Великі мовні моделі","\u002Fai-core\u002Fai-and-machine-learning\u002Flarge-language-models","19.ai-core\u002F02.ai-and-machine-learning\u002F09.large-language-models",{"title":4882,"path":4883,"stem":4884},"Можливості та обмеження Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fcapabilities-and-limitations","19.ai-core\u002F02.ai-and-machine-learning\u002F10.capabilities-and-limitations",{"title":4886,"path":4887,"stem":4888},"Сучасні AI-асистенти","\u002Fai-core\u002Fai-and-machine-learning\u002Fmodern-ai-assistants","19.ai-core\u002F02.ai-and-machine-learning\u002F11.modern-ai-assistants",{"title":4890,"icon":4891,"path":4892,"stem":4893,"children":4894,"page":59},"Постановка завдань для AI: принципи створення промптів","i-lucide-message-square-text","\u002Fai-core\u002Fprompt-engineering","19.ai-core\u002F03.prompt-engineering",[4895,4899,4903,4907,4911,4915,4919,4923],{"title":4896,"path":4897,"stem":4898},"Промпт як інструмент","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-as-tool","19.ai-core\u002F03.prompt-engineering\u002F01.prompt-as-tool",{"title":4900,"path":4901,"stem":4902},"Принципи створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-principles","19.ai-core\u002F03.prompt-engineering\u002F02.prompt-principles",{"title":4904,"path":4905,"stem":4906},"Структура промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-structure","19.ai-core\u002F03.prompt-engineering\u002F03.prompt-structure",{"title":4908,"path":4909,"stem":4910},"Види промптів за типом задачі","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-types","19.ai-core\u002F03.prompt-engineering\u002F04.prompt-types",{"title":4912,"path":4913,"stem":4914},"Прийоми посилення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-enhancement","19.ai-core\u002F03.prompt-engineering\u002F05.prompt-enhancement",{"title":4916,"path":4917,"stem":4918},"Розбір і покращення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-analysis","19.ai-core\u002F03.prompt-engineering\u002F06.prompt-analysis",{"title":4920,"path":4921,"stem":4922},"Типові помилки під час створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fcommon-mistakes","19.ai-core\u002F03.prompt-engineering\u002F07.common-mistakes",{"title":4924,"path":4925,"stem":4926},"Практикум: особиста бібліотека промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-library","19.ai-core\u002F03.prompt-engineering\u002F08.prompt-library",{"title":4928,"icon":793,"path":4929,"stem":4930,"children":4931,"page":59},"Перевірка результатів, безпека та AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow","19.ai-core\u002F04.verification-security-workflow",[4932,4936,4940,4944,4948,4952,4956,4960,4964],{"title":4933,"path":4934,"stem":4935},"Межі можливостей AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-limitations","19.ai-core\u002F04.verification-security-workflow\u002F01.ai-limitations",{"title":4937,"path":4938,"stem":4939},"Галюцинації AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-hallucinations","19.ai-core\u002F04.verification-security-workflow\u002F02.ai-hallucinations",{"title":4941,"path":4942,"stem":4943},"Критичне мислення під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fcritical-thinking","19.ai-core\u002F04.verification-security-workflow\u002F03.critical-thinking",{"title":4945,"path":4946,"stem":4947},"Перевірка результатів роботи AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresult-verification","19.ai-core\u002F04.verification-security-workflow\u002F04.result-verification",{"title":4949,"path":4950,"stem":4951},"Захист даних під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fdata-protection","19.ai-core\u002F04.verification-security-workflow\u002F05.data-protection",{"title":4953,"path":4954,"stem":4955},"Авторське право та навчальна доброчесність","\u002Fai-core\u002Fverification-security-workflow\u002Fcopyright-integrity","19.ai-core\u002F04.verification-security-workflow\u002F06.copyright-integrity",{"title":4957,"path":4958,"stem":4959},"Відповідальне використання AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresponsible-use","19.ai-core\u002F04.verification-security-workflow\u002F07.responsible-use",{"title":4961,"path":4962,"stem":4963},"AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow\u002Fai-native-workflow","19.ai-core\u002F04.verification-security-workflow\u002F08.ai-native-workflow",{"title":4965,"path":4966,"stem":4967},"Застосування AI Native Workflow під час створення цифрового продукту","\u002Fai-core\u002Fverification-security-workflow\u002Fworkflow-in-practice","19.ai-core\u002F04.verification-security-workflow\u002F09.workflow-in-practice",{"title":4969,"icon":4970,"path":4971,"stem":4972,"children":4973,"page":59},"AI Developer: Vibe Coding Sprint","i-lucide-code-xml","\u002Fai-developer","20.ai-developer",[4974,5000,5022,5043],{"title":4975,"icon":4976,"path":4977,"stem":4978,"children":4979,"page":59},"Проєктування і чорнова версія","i-lucide-pencil-ruler","\u002Fai-developer\u002Fdraft-creation","20.ai-developer\u002F01.draft-creation",[4980,4984,4988,4992,4996],{"title":4981,"path":4982,"stem":4983},"Парадигма Vibe Coding Workflow","\u002Fai-developer\u002Fdraft-creation\u002Fvibe-coding-workflow","20.ai-developer\u002F01.draft-creation\u002F01.vibe-coding-workflow",{"title":4985,"path":4986,"stem":4987},"AI-середовище швидкої розробки","\u002Fai-developer\u002Fdraft-creation\u002Fai-ide-environment","20.ai-developer\u002F01.draft-creation\u002F02.ai-ide-environment",{"title":4989,"path":4990,"stem":4991},"Користувацьке завдання та межі першої версії","\u002Fai-developer\u002Fdraft-creation\u002Fproduct-scope-and-mvp","20.ai-developer\u002F01.draft-creation\u002F03.product-scope-and-mvp",{"title":4993,"path":4994,"stem":4995},"Архітектура інтерфейсу та стани застосунку","\u002Fai-developer\u002Fdraft-creation\u002Fapplication-architecture-and-states","20.ai-developer\u002F01.draft-creation\u002F04.application-architecture-and-states",{"title":4997,"path":4998,"stem":4999},"Генерація та фіксація чорнової версії","\u002Fai-developer\u002Fdraft-creation\u002Fgenerating-draft-version","20.ai-developer\u002F01.draft-creation\u002F05.generating-draft-version",{"title":5001,"icon":5002,"path":5003,"stem":5004,"children":5005,"page":59},"Перша робоча версія","i-lucide-play-circle","\u002Fai-developer\u002Ffirst-working-version","20.ai-developer\u002F02.first-working-version",[5006,5010,5014,5018],{"title":5007,"path":5008,"stem":5009},"Уточнення контексту проєкту для AI","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-project-context","20.ai-developer\u002F02.first-working-version\u002F01.refining-project-context",{"title":5011,"path":5012,"stem":5013},"Стратегія завдань для AI-розробки","\u002Fai-developer\u002Ffirst-working-version\u002Fai-prompting-strategy","20.ai-developer\u002F02.first-working-version\u002F02.ai-prompting-strategy",{"title":5015,"path":5016,"stem":5017},"Доопрацювання до першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-to-working-version","20.ai-developer\u002F02.first-working-version\u002F03.refining-to-working-version",{"title":5019,"path":5020,"stem":5021},"Перевірка першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Ftesting-first-working-version","20.ai-developer\u002F02.first-working-version\u002F04.testing-first-working-version",{"title":5023,"icon":3072,"path":5024,"stem":5025,"children":5026,"page":59},"Ітерації, дебагінг та відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery","20.ai-developer\u002F03.iteration-debugging-recovery",[5027,5031,5035,5039],{"title":5028,"path":5029,"stem":5030},"Управління точковими змінами продукту","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fchange-management","20.ai-developer\u002F03.iteration-debugging-recovery\u002F01.change-management",{"title":5032,"path":5033,"stem":5034},"Надійність інтерфейсу та обробка помилок","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fscenario-reliability-and-errors","20.ai-developer\u002F03.iteration-debugging-recovery\u002F02.scenario-reliability-and-errors",{"title":5036,"path":5037,"stem":5038},"Керування контекстом і збереження версій","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fproject-context-and-versions","20.ai-developer\u002F03.iteration-debugging-recovery\u002F03.project-context-and-versions",{"title":5040,"path":5041,"stem":5042},"Збої AI-розробки, ліміти та аварійне відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fai-breakdowns-and-recovery","20.ai-developer\u002F03.iteration-debugging-recovery\u002F04.ai-breakdowns-and-recovery",{"title":5044,"icon":5045,"path":5046,"stem":5047,"children":5048,"page":59},"Перевірка та завершення продукту","i-lucide-check-check","\u002Fai-developer\u002Fverification-and-completion","20.ai-developer\u002F04.verification-and-completion",[5049,5053,5057],{"title":5050,"path":5051,"stem":5052},"Комплексний аудит та підсумкове тестування","\u002Fai-developer\u002Fverification-and-completion\u002Ffinal-product-testing","20.ai-developer\u002F04.verification-and-completion\u002F01.final-product-testing",{"title":5054,"path":5055,"stem":5056},"Підготовка підсумкової версії коду","\u002Fai-developer\u002Fverification-and-completion\u002Fpreparing-release-version","20.ai-developer\u002F04.verification-and-completion\u002F02.preparing-release-version",{"title":5058,"path":5059,"stem":5060},"Демонстрація, публікація та критерії оцінювання","\u002Fai-developer\u002Fverification-and-completion\u002Fproduct-showcase-and-publishing","20.ai-developer\u002F04.verification-and-completion\u002F03.product-showcase-and-publishing",{"title":5062,"path":5063,"stem":5064,"children":5065,"page":59},"Tailwind","\u002Ftailwind","21.tailwind",[5066,5070,5074,5078,5082,5086,5090,5094,5098,5102,5106,5110],{"title":5067,"path":5068,"stem":5069},"Що таке Tailwind CSS і навіщо він потрібен","\u002Ftailwind\u002Ftailwind-intro-philosophy","21.tailwind\u002F01.tailwind-intro-philosophy",{"title":5071,"path":5072,"stem":5073},"Встановлення та налаштування Tailwind CSS v4","\u002Ftailwind\u002Ftailwind-installation-setup","21.tailwind\u002F02.tailwind-installation-setup",{"title":5075,"path":5076,"stem":5077},"Utility-класи: основи та система Tailwind","\u002Ftailwind\u002Ftailwind-utility-classes-core","21.tailwind\u002F03.tailwind-utility-classes-core",{"title":5079,"path":5080,"stem":5081},"Layout: Flexbox та Grid через Tailwind","\u002Ftailwind\u002Ftailwind-flexbox-grid","21.tailwind\u002F04.tailwind-flexbox-grid",{"title":5083,"path":5084,"stem":5085},"Кастомізація теми через @theme у Tailwind v4","\u002Ftailwind\u002Ftailwind-theme-customization","21.tailwind\u002F05.tailwind-theme-customization",{"title":5087,"path":5088,"stem":5089},"Варіанти: hover, focus, responsive, dark mode та нові v4","\u002Ftailwind\u002Ftailwind-variants-states","21.tailwind\u002F06.tailwind-variants-states",{"title":5091,"path":5092,"stem":5093},"Типографіка та система кольорів у Tailwind v4","\u002Ftailwind\u002Ftailwind-typography-colors","21.tailwind\u002F07.tailwind-typography-colors",{"title":5095,"path":5096,"stem":5097},"Компоненти та повторюваність: @apply, @utility та патерни","\u002Ftailwind\u002Ftailwind-components-patterns","21.tailwind\u002F08.tailwind-components-patterns",{"title":5099,"path":5100,"stem":5101},"Темна тема та система дизайн-токенів у Tailwind v4","\u002Ftailwind\u002Ftailwind-dark-mode-theming","21.tailwind\u002F09.tailwind-dark-mode-theming",{"title":5103,"path":5104,"stem":5105},"Довільні значення та контейнерні запити у Tailwind v4","\u002Ftailwind\u002Ftailwind-arbitrary-container-queries","21.tailwind\u002F10.tailwind-arbitrary-container-queries",{"title":5107,"path":5108,"stem":5109},"Анімації, трансформації та 3D у Tailwind v4","\u002Ftailwind\u002Ftailwind-animations-transforms","21.tailwind\u002F11.tailwind-animations-transforms",{"title":5111,"path":5112,"stem":5113},"Tailwind CLI, PostCSS та інтеграція з фреймворками","\u002Ftailwind\u002Ftailwind-cli-tooling","21.tailwind\u002F12.tailwind-cli-tooling",{"title":5115,"path":5116,"stem":5117,"children":5118,"page":59},"React Typescript","\u002Freact-typescript","22.react-typescript",[5119,5144,5148,5152,5156,5160,5164,5168,5172],{"title":5120,"path":5121,"stem":5122,"children":5123,"page":59},"From Html To Project","\u002Freact-typescript\u002Ffrom-html-to-project","22.react-typescript\u002F01.from-html-to-project",[5124,5128,5132,5136,5140],{"title":5125,"path":5126,"stem":5127},"Від одного HTML-файлу до повноцінного проєкту","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fevolution","22.react-typescript\u002F01.from-html-to-project\u002F01.evolution",{"title":5129,"path":5130,"stem":5131},"Що таке React","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fwhat-is-react","22.react-typescript\u002F01.from-html-to-project\u002F02.what-is-react",{"title":5133,"path":5134,"stem":5135},"JSX та TSX — синтаксичний цукор, а не магія","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-tsx-syntax","22.react-typescript\u002F01.from-html-to-project\u002F03.jsx-tsx-syntax",{"title":5137,"path":5138,"stem":5139},"Компоненти — будівельні блоки інтерфейсу","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fcomponents","22.react-typescript\u002F01.from-html-to-project\u002F04.components",{"title":5141,"path":5142,"stem":5143},"JSX — розмітка всередині TypeScript","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-expressions","22.react-typescript\u002F01.from-html-to-project\u002F05.jsx-expressions",{"title":5145,"path":5146,"stem":5147},"Хук useReducer: структуроване управління складним станом","\u002Freact-typescript\u002Fuse-reducer","22.react-typescript\u002F23.use-reducer",{"title":5149,"path":5150,"stem":5151},"Context API: передавання даних без «пропс-дрілінгу»","\u002Freact-typescript\u002Fcontext-api","22.react-typescript\u002F24.context-api",{"title":5153,"path":5154,"stem":5155},"Синхронізація з ефектами: хук useEffect та функції очищення","\u002Freact-typescript\u002Fuse-effect","22.react-typescript\u002F27.use-effect",{"title":5157,"path":5158,"stem":5159},"Можливо, вам не потрібен ефект: антипатерни та альтернативи","\u002Freact-typescript\u002Fyou-might-not-need-effect","22.react-typescript\u002F28.you-might-not-need-effect",{"title":5161,"path":5162,"stem":5163},"Життєвий цикл реактивних ефектів: мислення процесами синхронізації","\u002Freact-typescript\u002Flifecycle-of-reactive-effects","22.react-typescript\u002F29.lifecycle-of-reactive-effects",{"title":5165,"path":5166,"stem":5167},"Розділення подій та ефектів: реактивна проти нереактивної логіки","\u002Freact-typescript\u002Fseparating-events-from-effects","22.react-typescript\u002F30.separating-events-from-effects",{"title":5169,"path":5170,"stem":5171},"Видалення зайвих залежностей ефектів та оптимізація синхронізації","\u002Freact-typescript\u002Fremoving-effect-dependencies","22.react-typescript\u002F31.removing-effect-dependencies",{"title":5173,"path":5174,"stem":5175},"Кастомні хуки: повторне використання та композиція реактивної логіки","\u002Freact-typescript\u002Fcustom-hooks","22.react-typescript\u002F32.custom-hooks",{"title":5177,"path":5178,"stem":5179},"Тестування компонентів діаграм та пісочниць","\u002Ftest-components","98.test-components",{"id":5181,"title":3943,"body":5182,"description":14260,"extension":14261,"links":14262,"meta":14263,"navigation":5534,"path":3944,"seo":14264,"stem":3945,"__hash__":14265},"docs\u002F16.ai-python\u002F15.cnn-image-classification\u002F03.cifar10-and-data-augmentation.md",{"type":5183,"value":5184,"toc":14239},"minimark",[5185,5190,5203,5214,5283,5308,5373,5376,5380,5383,6687,6729,6731,6735,6747,6751,6761,6775,6861,7587,7615,7617,7621,7632,7636,7648,7653,7666,7669,7680,7683,7688,7708,8122,8126,9344,9418,9420,9424,9435,10927,10986,10988,10992,10995,12703,12708,12762,12808,12810,12814,12819,13615,13619,13624,13700,13702,13706,13709,13772,13786,13788,13792,14235],[5186,5187,5189],"h2",{"id":5188},"від-чорно-білих-цифр-до-реального-світу-виклик-cifar-10","Від чорно-білих цифр до реального світу — виклик CIFAR-10",[5191,5192,5193,5194,5198,5199,5202],"p",{},"У попередній статті ми досягли ",[5195,5196,5197],"strong",{},"99.12% accuracy"," на MNIST — чудовий результат, але MNIST є ",[5195,5200,5201],{},"занадто простим"," для оцінки справжньої потужності CNN. Зображення чорно-білі, центровані, майже без фонового шуму. Це як навчитися водити автомобіль на порожній парковці — легко, але не готує до реального руху.",[5191,5204,5205,5208,5209,5213],{},[5195,5206,5207],{},"CIFAR-10"," (",[5210,5211,5212],"em",{},"Canadian Institute for Advanced Research, 10 classes",") — це набір даних, який наближає нас до справжніх задач комп'ютерного зору:",[5215,5216,5217,5253],"card-group",{},[5218,5219,5222],"card",{"icon":5220,"title":5221},"i-lucide-image","📊 Характеристики CIFAR-10",[5223,5224,5225,5232,5241,5247],"ul",{},[5226,5227,5228,5231],"li",{},[5195,5229,5230],{},"60,000 кольорових зображень"," (50K train + 10K test)",[5226,5233,5234,5237,5238],{},[5195,5235,5236],{},"Розмір:"," 32×32 пікселі, ",[5195,5239,5240],{},"3 канали RGB",[5226,5242,5243,5246],{},[5195,5244,5245],{},"10 класів:"," літак, автомобіль, птах, кіт, олень, собака, жаба, кінь, корабель, вантажівка",[5226,5248,5249,5252],{},[5195,5250,5251],{},"Складність:"," Різні ракурси, масштаби, освітлення, фонові об'єкти",[5218,5254,5257],{"icon":5255,"title":5256},"i-lucide-alert-triangle","⚠️ Чому CIFAR-10 складніший за MNIST?",[5223,5258,5259,5265,5271,5277],{},[5226,5260,5261,5264],{},[5195,5262,5263],{},"Кольорові канали:"," 3×32×32 = 3,072 пікселі замість 784 (майже у 4 рази більше)",[5226,5266,5267,5270],{},[5195,5268,5269],{},"Внутрішньокласова варіативність:"," Кішки бувають різних порід, кольорів, у різних позах",[5226,5272,5273,5276],{},[5195,5274,5275],{},"Міжкласова схожість:"," Собака vs кіт, автомобіль vs вантажівка — візуально подібні пари",[5226,5278,5279,5282],{},[5195,5280,5281],{},"Низька роздільна здатність:"," 32×32 — дуже мало для деталей (для порівняння, ImageNet використовує 224×224)",[5284,5285,5286,5291,5298],"note",{},[5191,5287,5288],{},[5195,5289,5290],{},"Історична довідка:",[5191,5292,5293,5294,5297],{},"CIFAR-10 опублікований у 2009 році Алексом Крижевським (",[5210,5295,5296],{},"Alex Krizhevsky","), Вінодом Найром та Джеффрі Хінтоном. У 2012 році Крижевський використав глибоку CNN (AlexNet) для перемоги у конкурсі ImageNet, що поклало початок революції Deep Learning. CIFAR-10 став стандартним бенчмарком для тестування нових архітектур — якщо модель не може впоратися з CIFAR-10, вона не готова до ImageNet.",[5191,5299,5300,5303,5304,5307],{},[5195,5301,5302],{},"Рекорди:"," Сучасні моделі досягають ",[5195,5305,5306],{},"~99% accuracy"," на CIFAR-10, але це вимагає глибоких мереж (50+ шарів), аугментації даних та днів навчання на GPU.",[5215,5309,5310,5338],{},[5218,5311,5314],{"icon":5312,"title":5313},"i-lucide-target","🎯 Мета статті",[5223,5315,5316,5319,5322,5325,5328,5331],{},[5226,5317,5318],{},"Навчитися працювати з кольоровими зображеннями RGB",[5226,5320,5321],{},"Зрозуміти концепцію Data Augmentation та її важливість",[5226,5323,5324],{},"Побудувати глибшу CNN (3-4 згорткових блоки)",[5226,5326,5327],{},"Інтегрувати Batch Normalization для стабілізації навчання",[5226,5329,5330],{},"Порівняти результати з\u002Fбез аугментації",[5226,5332,5333,5334,5337],{},"Досягти ",[5195,5335,5336],{},"~80-85% accuracy"," на CIFAR-10 з нуля",[5218,5339,5341],{"icon":4618,"title":5340},"🔑 Ключові терміни",[5223,5342,5343,5349,5355,5361,5367],{},[5226,5344,5345,5348],{},[5195,5346,5347],{},"Data Augmentation:"," штучне збільшення датасету через трансформації зображень",[5226,5350,5351,5354],{},[5195,5352,5353],{},"Batch Normalization:"," нормалізація активацій між шарами для прискорення навчання",[5226,5356,5357,5360],{},[5195,5358,5359],{},"RandomHorizontalFlip:"," випадкове горизонтальне відзеркалення зображення",[5226,5362,5363,5366],{},[5195,5364,5365],{},"RandomCrop:"," випадкове вирізання фрагмента із заданим padding",[5226,5368,5369,5372],{},[5195,5370,5371],{},"ColorJitter:"," випадкова зміна яскравості, контрасту, насиченості",[5374,5375],"hr",{},[5186,5377,5379],{"id":5378},"завантаження-та-дослідження-cifar-10","Завантаження та дослідження CIFAR-10",[5191,5381,5382],{},"Почнемо з завантаження датасету та візуалізації зразків:",[5384,5385,5388,5686,5697,6143,6156],"jupyter-notebook",{"kernel":5386,"title":5387},"Python 3.11 (ipykernel)","01_cifar10_exploration.ipynb",[5389,5390,5392,5626],"jupyter-cell",{"execution-count":5391},"1",[5393,5394,5399],"pre",{"className":5395,"code":5396,"language":5397,"meta":5398,"style":5398},"language-python shiki shiki-themes light-plus dark-plus dark-plus","import torch\nimport torch.nn as nn\nimport torch.optim as optim\nfrom torch.utils.data import DataLoader\nimport torchvision\nfrom torchvision import datasets, transforms\nimport matplotlib.pyplot as plt\nimport numpy as np\nfrom sklearn.metrics import confusion_matrix, classification_report\nimport seaborn as sns\n\n# Налаштування\ndevice = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\ntorch.manual_seed(42)\nnp.random.seed(42)\n\nprint(f\"Використовується пристрій: {device}\")\n","python","",[5400,5401,5402,5415,5429,5442,5456,5464,5477,5490,5503,5516,5529,5536,5543,5568,5580,5590,5595],"code",{"__ignoreMap":5398},[5403,5404,5407,5411],"span",{"class":5405,"line":5406},"line",1,[5403,5408,5410],{"class":5409},"s8xlr","import",[5403,5412,5414],{"class":5413},"sHH4Y"," torch\n",[5403,5416,5418,5420,5423,5426],{"class":5405,"line":5417},2,[5403,5419,5410],{"class":5409},[5403,5421,5422],{"class":5413}," torch.nn ",[5403,5424,5425],{"class":5409},"as",[5403,5427,5428],{"class":5413}," nn\n",[5403,5430,5432,5434,5437,5439],{"class":5405,"line":5431},3,[5403,5433,5410],{"class":5409},[5403,5435,5436],{"class":5413}," torch.optim ",[5403,5438,5425],{"class":5409},[5403,5440,5441],{"class":5413}," optim\n",[5403,5443,5445,5448,5451,5453],{"class":5405,"line":5444},4,[5403,5446,5447],{"class":5409},"from",[5403,5449,5450],{"class":5413}," torch.utils.data ",[5403,5452,5410],{"class":5409},[5403,5454,5455],{"class":5413}," DataLoader\n",[5403,5457,5459,5461],{"class":5405,"line":5458},5,[5403,5460,5410],{"class":5409},[5403,5462,5463],{"class":5413}," torchvision\n",[5403,5465,5467,5469,5472,5474],{"class":5405,"line":5466},6,[5403,5468,5447],{"class":5409},[5403,5470,5471],{"class":5413}," torchvision ",[5403,5473,5410],{"class":5409},[5403,5475,5476],{"class":5413}," datasets, transforms\n",[5403,5478,5480,5482,5485,5487],{"class":5405,"line":5479},7,[5403,5481,5410],{"class":5409},[5403,5483,5484],{"class":5413}," matplotlib.pyplot ",[5403,5486,5425],{"class":5409},[5403,5488,5489],{"class":5413}," plt\n",[5403,5491,5493,5495,5498,5500],{"class":5405,"line":5492},8,[5403,5494,5410],{"class":5409},[5403,5496,5497],{"class":5413}," numpy ",[5403,5499,5425],{"class":5409},[5403,5501,5502],{"class":5413}," np\n",[5403,5504,5506,5508,5511,5513],{"class":5405,"line":5505},9,[5403,5507,5447],{"class":5409},[5403,5509,5510],{"class":5413}," sklearn.metrics ",[5403,5512,5410],{"class":5409},[5403,5514,5515],{"class":5413}," confusion_matrix, classification_report\n",[5403,5517,5519,5521,5524,5526],{"class":5405,"line":5518},10,[5403,5520,5410],{"class":5409},[5403,5522,5523],{"class":5413}," seaborn ",[5403,5525,5425],{"class":5409},[5403,5527,5528],{"class":5413}," sns\n",[5403,5530,5532],{"class":5405,"line":5531},11,[5403,5533,5535],{"emptyLinePlaceholder":5534},true,"\n",[5403,5537,5539],{"class":5405,"line":5538},12,[5403,5540,5542],{"class":5541},"spJ8K","# Налаштування\n",[5403,5544,5546,5549,5553,5556,5559,5562,5565],{"class":5405,"line":5545},13,[5403,5547,5548],{"class":5413},"device = torch.device(",[5403,5550,5552],{"class":5551},"sbdoH","'cuda'",[5403,5554,5555],{"class":5409}," if",[5403,5557,5558],{"class":5413}," torch.cuda.is_available() ",[5403,5560,5561],{"class":5409},"else",[5403,5563,5564],{"class":5551}," 'cpu'",[5403,5566,5567],{"class":5413},")\n",[5403,5569,5571,5574,5578],{"class":5405,"line":5570},14,[5403,5572,5573],{"class":5413},"torch.manual_seed(",[5403,5575,5577],{"class":5576},"sJj4R","42",[5403,5579,5567],{"class":5413},[5403,5581,5583,5586,5588],{"class":5405,"line":5582},15,[5403,5584,5585],{"class":5413},"np.random.seed(",[5403,5587,5577],{"class":5576},[5403,5589,5567],{"class":5413},[5403,5591,5593],{"class":5405,"line":5592},16,[5403,5594,5535],{"emptyLinePlaceholder":5534},[5403,5596,5598,5602,5605,5609,5612,5615,5618,5621,5624],{"class":5405,"line":5597},17,[5403,5599,5601],{"class":5600},"s8Opu","print",[5403,5603,5604],{"class":5413},"(",[5403,5606,5608],{"class":5607},"su1O8","f",[5403,5610,5611],{"class":5551},"\"Використовується пристрій: ",[5403,5613,5614],{"class":5607},"{",[5403,5616,5617],{"class":5413},"device",[5403,5619,5620],{"class":5607},"}",[5403,5622,5623],{"class":5551},"\"",[5403,5625,5567],{"class":5413},[5627,5628,5629],"template",{"v-slot:output":5398},[5630,5631,5632,5650],"table",{},[5633,5634,5635],"thead",{},[5636,5637,5638,5643,5646],"tr",{},[5639,5640,5642],"th",{"align":5641},"left","Параметр середовища",[5639,5644,5645],{"align":5641},"Значення",[5639,5647,5649],{"align":5648},"center","Статус",[5651,5652,5653,5673],"tbody",{},[5636,5654,5655,5664,5670],{},[5656,5657,5658],"td",{"align":5641},[5195,5659,5660,5661,5663],{},"Обчислювальний пристрій (",[5400,5662,5617],{},")",[5656,5665,5666,5669],{"align":5641},[5400,5667,5668],{},"cuda"," (NVIDIA RTX 3060 \u002F Apple Silicon MPS \u002F CPU)",[5656,5671,5672],{"align":5648},"⚡ Активовано",[5636,5674,5675,5680,5683],{},[5656,5676,5677],{"align":5641},[5195,5678,5679],{},"Пам'ять VRAM",[5656,5681,5682],{"align":5641},"Достатньо для батчів $128 \\times 3 \\times 32 \\times 32$",[5656,5684,5685],{"align":5648},"✅ Оптимізовано",[5389,5687,5689,5694],{"type":5688},"markdown",[5690,5691,5693],"h3",{"id":5692},"завантаження-cifar-10-без-аугментації-baseline","Завантаження CIFAR-10 без аугментації (baseline)",[5191,5695,5696],{},"Спочатку завантажимо датасет із мінімальними трансформаціями (лише ToTensor + Normalize), щоб мати baseline для порівняння:",[5389,5698,5700,6057],{"execution-count":5699},"2",[5393,5701,5703],{"className":5395,"code":5702,"language":5397,"meta":5398,"style":5398},"# Статистика CIFAR-10 (обчислена на всьому тренувальному наборі)\n# Mean та Std для кожного каналу RGB\ncifar10_mean = (0.4914, 0.4822, 0.4465)\ncifar10_std = (0.2470, 0.2435, 0.2616)\n\n# Трансформації без аугментації\ntransform_basic = transforms.Compose([\n    transforms.ToTensor(),\n    transforms.Normalize(cifar10_mean, cifar10_std)\n])\n\n# Завантаження датасетів\ntrain_dataset_basic = datasets.CIFAR10(\n    root='.\u002Fdata',\n    train=True,\n    download=True,\n    transform=transform_basic\n)\n\ntest_dataset = datasets.CIFAR10(\n    root='.\u002Fdata',\n    train=False,\n    download=True,\n    transform=transform_basic\n)\n\n# Назви класів\nclasses = ['літак', 'автомобіль', 'птах', 'кіт', 'олень',\n           'собака', 'жаба', 'кінь', 'корабель', 'вантажівка']\n\nprint(f\"Тренувальних зразків: {len(train_dataset_basic)}\")\nprint(f\"Тестових зразків: {len(test_dataset)}\")\nprint(f\"Класи: {classes}\")\n",[5400,5704,5705,5710,5715,5736,5756,5760,5765,5770,5775,5780,5785,5789,5794,5799,5814,5826,5837,5845,5850,5855,5861,5872,5884,5895,5902,5907,5912,5918,5949,5978,5983,6009,6034],{"__ignoreMap":5398},[5403,5706,5707],{"class":5405,"line":5406},[5403,5708,5709],{"class":5541},"# Статистика CIFAR-10 (обчислена на всьому тренувальному наборі)\n",[5403,5711,5712],{"class":5405,"line":5417},[5403,5713,5714],{"class":5541},"# Mean та Std для кожного каналу RGB\n",[5403,5716,5717,5720,5723,5726,5729,5731,5734],{"class":5405,"line":5431},[5403,5718,5719],{"class":5413},"cifar10_mean = (",[5403,5721,5722],{"class":5576},"0.4914",[5403,5724,5725],{"class":5413},", ",[5403,5727,5728],{"class":5576},"0.4822",[5403,5730,5725],{"class":5413},[5403,5732,5733],{"class":5576},"0.4465",[5403,5735,5567],{"class":5413},[5403,5737,5738,5741,5744,5746,5749,5751,5754],{"class":5405,"line":5444},[5403,5739,5740],{"class":5413},"cifar10_std = (",[5403,5742,5743],{"class":5576},"0.2470",[5403,5745,5725],{"class":5413},[5403,5747,5748],{"class":5576},"0.2435",[5403,5750,5725],{"class":5413},[5403,5752,5753],{"class":5576},"0.2616",[5403,5755,5567],{"class":5413},[5403,5757,5758],{"class":5405,"line":5458},[5403,5759,5535],{"emptyLinePlaceholder":5534},[5403,5761,5762],{"class":5405,"line":5466},[5403,5763,5764],{"class":5541},"# Трансформації без аугментації\n",[5403,5766,5767],{"class":5405,"line":5479},[5403,5768,5769],{"class":5413},"transform_basic = transforms.Compose([\n",[5403,5771,5772],{"class":5405,"line":5492},[5403,5773,5774],{"class":5413},"    transforms.ToTensor(),\n",[5403,5776,5777],{"class":5405,"line":5505},[5403,5778,5779],{"class":5413},"    transforms.Normalize(cifar10_mean, cifar10_std)\n",[5403,5781,5782],{"class":5405,"line":5518},[5403,5783,5784],{"class":5413},"])\n",[5403,5786,5787],{"class":5405,"line":5531},[5403,5788,5535],{"emptyLinePlaceholder":5534},[5403,5790,5791],{"class":5405,"line":5538},[5403,5792,5793],{"class":5541},"# Завантаження датасетів\n",[5403,5795,5796],{"class":5405,"line":5545},[5403,5797,5798],{"class":5413},"train_dataset_basic = datasets.CIFAR10(\n",[5403,5800,5801,5805,5808,5811],{"class":5405,"line":5570},[5403,5802,5804],{"class":5803},"siwwj","    root",[5403,5806,5807],{"class":5413},"=",[5403,5809,5810],{"class":5551},"'.\u002Fdata'",[5403,5812,5813],{"class":5413},",\n",[5403,5815,5816,5819,5821,5824],{"class":5405,"line":5582},[5403,5817,5818],{"class":5803},"    train",[5403,5820,5807],{"class":5413},[5403,5822,5823],{"class":5607},"True",[5403,5825,5813],{"class":5413},[5403,5827,5828,5831,5833,5835],{"class":5405,"line":5592},[5403,5829,5830],{"class":5803},"    download",[5403,5832,5807],{"class":5413},[5403,5834,5823],{"class":5607},[5403,5836,5813],{"class":5413},[5403,5838,5839,5842],{"class":5405,"line":5597},[5403,5840,5841],{"class":5803},"    transform",[5403,5843,5844],{"class":5413},"=transform_basic\n",[5403,5846,5848],{"class":5405,"line":5847},18,[5403,5849,5567],{"class":5413},[5403,5851,5853],{"class":5405,"line":5852},19,[5403,5854,5535],{"emptyLinePlaceholder":5534},[5403,5856,5858],{"class":5405,"line":5857},20,[5403,5859,5860],{"class":5413},"test_dataset = datasets.CIFAR10(\n",[5403,5862,5864,5866,5868,5870],{"class":5405,"line":5863},21,[5403,5865,5804],{"class":5803},[5403,5867,5807],{"class":5413},[5403,5869,5810],{"class":5551},[5403,5871,5813],{"class":5413},[5403,5873,5875,5877,5879,5882],{"class":5405,"line":5874},22,[5403,5876,5818],{"class":5803},[5403,5878,5807],{"class":5413},[5403,5880,5881],{"class":5607},"False",[5403,5883,5813],{"class":5413},[5403,5885,5887,5889,5891,5893],{"class":5405,"line":5886},23,[5403,5888,5830],{"class":5803},[5403,5890,5807],{"class":5413},[5403,5892,5823],{"class":5607},[5403,5894,5813],{"class":5413},[5403,5896,5898,5900],{"class":5405,"line":5897},24,[5403,5899,5841],{"class":5803},[5403,5901,5844],{"class":5413},[5403,5903,5905],{"class":5405,"line":5904},25,[5403,5906,5567],{"class":5413},[5403,5908,5910],{"class":5405,"line":5909},26,[5403,5911,5535],{"emptyLinePlaceholder":5534},[5403,5913,5915],{"class":5405,"line":5914},27,[5403,5916,5917],{"class":5541},"# Назви класів\n",[5403,5919,5921,5924,5927,5929,5932,5934,5937,5939,5942,5944,5947],{"class":5405,"line":5920},28,[5403,5922,5923],{"class":5413},"classes = [",[5403,5925,5926],{"class":5551},"'літак'",[5403,5928,5725],{"class":5413},[5403,5930,5931],{"class":5551},"'автомобіль'",[5403,5933,5725],{"class":5413},[5403,5935,5936],{"class":5551},"'птах'",[5403,5938,5725],{"class":5413},[5403,5940,5941],{"class":5551},"'кіт'",[5403,5943,5725],{"class":5413},[5403,5945,5946],{"class":5551},"'олень'",[5403,5948,5813],{"class":5413},[5403,5950,5952,5955,5957,5960,5962,5965,5967,5970,5972,5975],{"class":5405,"line":5951},29,[5403,5953,5954],{"class":5551},"           'собака'",[5403,5956,5725],{"class":5413},[5403,5958,5959],{"class":5551},"'жаба'",[5403,5961,5725],{"class":5413},[5403,5963,5964],{"class":5551},"'кінь'",[5403,5966,5725],{"class":5413},[5403,5968,5969],{"class":5551},"'корабель'",[5403,5971,5725],{"class":5413},[5403,5973,5974],{"class":5551},"'вантажівка'",[5403,5976,5977],{"class":5413},"]\n",[5403,5979,5981],{"class":5405,"line":5980},30,[5403,5982,5535],{"emptyLinePlaceholder":5534},[5403,5984,5986,5988,5990,5992,5995,5997,6000,6003,6005,6007],{"class":5405,"line":5985},31,[5403,5987,5601],{"class":5600},[5403,5989,5604],{"class":5413},[5403,5991,5608],{"class":5607},[5403,5993,5994],{"class":5551},"\"Тренувальних зразків: ",[5403,5996,5614],{"class":5607},[5403,5998,5999],{"class":5600},"len",[5403,6001,6002],{"class":5413},"(train_dataset_basic)",[5403,6004,5620],{"class":5607},[5403,6006,5623],{"class":5551},[5403,6008,5567],{"class":5413},[5403,6010,6012,6014,6016,6018,6021,6023,6025,6028,6030,6032],{"class":5405,"line":6011},32,[5403,6013,5601],{"class":5600},[5403,6015,5604],{"class":5413},[5403,6017,5608],{"class":5607},[5403,6019,6020],{"class":5551},"\"Тестових зразків: ",[5403,6022,5614],{"class":5607},[5403,6024,5999],{"class":5600},[5403,6026,6027],{"class":5413},"(test_dataset)",[5403,6029,5620],{"class":5607},[5403,6031,5623],{"class":5551},[5403,6033,5567],{"class":5413},[5403,6035,6037,6039,6041,6043,6046,6048,6051,6053,6055],{"class":5405,"line":6036},33,[5403,6038,5601],{"class":5600},[5403,6040,5604],{"class":5413},[5403,6042,5608],{"class":5607},[5403,6044,6045],{"class":5551},"\"Класи: ",[5403,6047,5614],{"class":5607},[5403,6049,6050],{"class":5413},"classes",[5403,6052,5620],{"class":5607},[5403,6054,5623],{"class":5551},[5403,6056,5567],{"class":5413},[5627,6058,6059],{"v-slot:output":5398},[5630,6060,6061,6073],{},[5633,6062,6063],{},[5636,6064,6065,6068,6070],{},[5639,6066,6067],{"align":5641},"Характеристика датасету CIFAR-10",[5639,6069,5645],{"align":5648},[5639,6071,6072],{"align":5641},"Опис і семантика",[5651,6074,6075,6093,6110,6128],{},[5636,6076,6077,6082,6090],{},[5656,6078,6079],{"align":5641},[5195,6080,6081],{},"Загальний обсяг",[5656,6083,6084,6089],{"align":5648},[5195,6085,6086],{},[5400,6087,6088],{},"60,000"," кольорових зображень",[5656,6091,6092],{"align":5641},"50,000 навчальних + 10,000 тестових",[5636,6094,6095,6100,6107],{},[5656,6096,6097],{"align":5641},[5195,6098,6099],{},"Роздільна здатність",[5656,6101,6102],{"align":5648},[5195,6103,6104],{},[5400,6105,6106],{},"32 × 32 × 3",[5656,6108,6109],{"align":5641},"3 канали (RGB), 3072 числа на зображення",[5636,6111,6112,6117,6125],{},[5656,6113,6114],{"align":5641},[5195,6115,6116],{},"Кількість класів",[5656,6118,6119,6124],{"align":5648},[5195,6120,6121],{},[5400,6122,6123],{},"10"," класів по 6,000 зображень",[5656,6126,6127],{"align":5641},"Збалансовані реальні об'єкти та тварини",[5636,6129,6130,6135,6140],{},[5656,6131,6132],{"align":5641},[5195,6133,6134],{},"Перелік класів",[5656,6136,6137],{"align":5648},[5400,6138,6139],{},"['літак', 'автомобіль', 'птах', 'кіт', 'олень', 'собака', 'жаба', 'кінь', 'корабель', 'вантажівка']",[5656,6141,6142],{"align":5641},"6 видів тварин + 4 види транспортних засобів",[5389,6144,6145,6149],{"type":5688},[5690,6146,6148],{"id":6147},"візуалізація-зразків-cifar-10","Візуалізація зразків CIFAR-10",[5191,6150,6151,6152,6155],{},"На відміну від MNIST, тут ми бачимо ",[5195,6153,6154],{},"реальні об'єкти"," у кольорі, але з дуже низькою роздільністю (32×32):",[5389,6157,6160,6649],{"execution-count":6158,"execution-time":6159},"3","0.48s",[5393,6161,6163],{"className":5395,"code":6162,"language":5397,"meta":5398,"style":5398},"# Функція для денормалізації зображень для відображення\ndef denormalize(img, mean, std):\n    \"\"\"Зворотна нормалізація для візуалізації\"\"\"\n    img = img.clone()\n    for t, m, s in zip(img, mean, std):\n        t.mul_(s).add_(m)\n    return torch.clamp(img, 0, 1)\n\n# Візуалізація 20 випадкових зразків (2 рядки по 10)\nfig, axes = plt.subplots(2, 10, figsize=(20, 5))\nfig.suptitle('Приклади зображень CIFAR-10 (32×32 RGB)', fontsize=16, fontweight='bold')\n\n# Отримуємо випадкові індекси\nnp.random.seed(42)\nrandom_indices = np.random.choice(len(train_dataset_basic), 20, replace=False)\n\nfor idx, ax in enumerate(axes.flat):\n    img, label = train_dataset_basic[random_indices[idx]]\n    \n    # Денормалізація для візуалізації\n    img_display = denormalize(img, cifar10_mean, cifar10_std)\n    img_display = img_display.permute(1, 2, 0).numpy()  # CHW → HWC для matplotlib\n    \n    ax.imshow(img_display)\n    ax.set_title(f'{classes[label]}', fontsize=11, fontweight='bold')\n    ax.axis('off')\n\nplt.tight_layout()\nplt.show()\n\n# Виведення форми даних\nsample_img, _ = train_dataset_basic[0]\nprint(f\"\\nФорма одного зображення: {sample_img.shape}\")\nprint(f\"  - Канали (RGB): {sample_img.shape[0]}\")\nprint(f\"  - Висота: {sample_img.shape[1]}\")\nprint(f\"  - Ширина: {sample_img.shape[2]}\")\nprint(f\"\\nРозмір вхідних даних для CNN: 32×32×3 = {32*32*3} пікселів\")\n",[5400,6164,6165,6170,6196,6201,6206,6223,6228,6245,6249,6254,6284,6314,6318,6323,6331,6354,6358,6374,6379,6384,6389,6394,6415,6419,6424,6462,6472,6476,6481,6486,6490,6495,6504,6532,6560,6586,6612],{"__ignoreMap":5398},[5403,6166,6167],{"class":5405,"line":5406},[5403,6168,6169],{"class":5541},"# Функція для денормалізації зображень для відображення\n",[5403,6171,6172,6175,6178,6180,6183,6185,6188,6190,6193],{"class":5405,"line":5417},[5403,6173,6174],{"class":5607},"def",[5403,6176,6177],{"class":5600}," denormalize",[5403,6179,5604],{"class":5413},[5403,6181,6182],{"class":5803},"img",[5403,6184,5725],{"class":5413},[5403,6186,6187],{"class":5803},"mean",[5403,6189,5725],{"class":5413},[5403,6191,6192],{"class":5803},"std",[5403,6194,6195],{"class":5413},"):\n",[5403,6197,6198],{"class":5405,"line":5431},[5403,6199,6200],{"class":5551},"    \"\"\"Зворотна нормалізація для візуалізації\"\"\"\n",[5403,6202,6203],{"class":5405,"line":5444},[5403,6204,6205],{"class":5413},"    img = img.clone()\n",[5403,6207,6208,6211,6214,6217,6220],{"class":5405,"line":5458},[5403,6209,6210],{"class":5409},"    for",[5403,6212,6213],{"class":5413}," t, m, s ",[5403,6215,6216],{"class":5409},"in",[5403,6218,6219],{"class":5600}," zip",[5403,6221,6222],{"class":5413},"(img, mean, std):\n",[5403,6224,6225],{"class":5405,"line":5466},[5403,6226,6227],{"class":5413},"        t.mul_(s).add_(m)\n",[5403,6229,6230,6233,6236,6239,6241,6243],{"class":5405,"line":5479},[5403,6231,6232],{"class":5409},"    return",[5403,6234,6235],{"class":5413}," torch.clamp(img, ",[5403,6237,6238],{"class":5576},"0",[5403,6240,5725],{"class":5413},[5403,6242,5391],{"class":5576},[5403,6244,5567],{"class":5413},[5403,6246,6247],{"class":5405,"line":5492},[5403,6248,5535],{"emptyLinePlaceholder":5534},[5403,6250,6251],{"class":5405,"line":5505},[5403,6252,6253],{"class":5541},"# Візуалізація 20 випадкових зразків (2 рядки по 10)\n",[5403,6255,6256,6259,6261,6263,6265,6267,6270,6273,6276,6278,6281],{"class":5405,"line":5518},[5403,6257,6258],{"class":5413},"fig, axes = plt.subplots(",[5403,6260,5699],{"class":5576},[5403,6262,5725],{"class":5413},[5403,6264,6123],{"class":5576},[5403,6266,5725],{"class":5413},[5403,6268,6269],{"class":5803},"figsize",[5403,6271,6272],{"class":5413},"=(",[5403,6274,6275],{"class":5576},"20",[5403,6277,5725],{"class":5413},[5403,6279,6280],{"class":5576},"5",[5403,6282,6283],{"class":5413},"))\n",[5403,6285,6286,6289,6292,6294,6297,6299,6302,6304,6307,6309,6312],{"class":5405,"line":5531},[5403,6287,6288],{"class":5413},"fig.suptitle(",[5403,6290,6291],{"class":5551},"'Приклади зображень CIFAR-10 (32×32 RGB)'",[5403,6293,5725],{"class":5413},[5403,6295,6296],{"class":5803},"fontsize",[5403,6298,5807],{"class":5413},[5403,6300,6301],{"class":5576},"16",[5403,6303,5725],{"class":5413},[5403,6305,6306],{"class":5803},"fontweight",[5403,6308,5807],{"class":5413},[5403,6310,6311],{"class":5551},"'bold'",[5403,6313,5567],{"class":5413},[5403,6315,6316],{"class":5405,"line":5538},[5403,6317,5535],{"emptyLinePlaceholder":5534},[5403,6319,6320],{"class":5405,"line":5545},[5403,6321,6322],{"class":5541},"# Отримуємо випадкові індекси\n",[5403,6324,6325,6327,6329],{"class":5405,"line":5570},[5403,6326,5585],{"class":5413},[5403,6328,5577],{"class":5576},[5403,6330,5567],{"class":5413},[5403,6332,6333,6336,6338,6341,6343,6345,6348,6350,6352],{"class":5405,"line":5582},[5403,6334,6335],{"class":5413},"random_indices = np.random.choice(",[5403,6337,5999],{"class":5600},[5403,6339,6340],{"class":5413},"(train_dataset_basic), ",[5403,6342,6275],{"class":5576},[5403,6344,5725],{"class":5413},[5403,6346,6347],{"class":5803},"replace",[5403,6349,5807],{"class":5413},[5403,6351,5881],{"class":5607},[5403,6353,5567],{"class":5413},[5403,6355,6356],{"class":5405,"line":5592},[5403,6357,5535],{"emptyLinePlaceholder":5534},[5403,6359,6360,6363,6366,6368,6371],{"class":5405,"line":5597},[5403,6361,6362],{"class":5409},"for",[5403,6364,6365],{"class":5413}," idx, ax ",[5403,6367,6216],{"class":5409},[5403,6369,6370],{"class":5600}," enumerate",[5403,6372,6373],{"class":5413},"(axes.flat):\n",[5403,6375,6376],{"class":5405,"line":5847},[5403,6377,6378],{"class":5413},"    img, label = train_dataset_basic[random_indices[idx]]\n",[5403,6380,6381],{"class":5405,"line":5852},[5403,6382,6383],{"class":5413},"    \n",[5403,6385,6386],{"class":5405,"line":5857},[5403,6387,6388],{"class":5541},"    # Денормалізація для візуалізації\n",[5403,6390,6391],{"class":5405,"line":5863},[5403,6392,6393],{"class":5413},"    img_display = denormalize(img, cifar10_mean, cifar10_std)\n",[5403,6395,6396,6399,6401,6403,6405,6407,6409,6412],{"class":5405,"line":5874},[5403,6397,6398],{"class":5413},"    img_display = img_display.permute(",[5403,6400,5391],{"class":5576},[5403,6402,5725],{"class":5413},[5403,6404,5699],{"class":5576},[5403,6406,5725],{"class":5413},[5403,6408,6238],{"class":5576},[5403,6410,6411],{"class":5413},").numpy()  ",[5403,6413,6414],{"class":5541},"# CHW → HWC для matplotlib\n",[5403,6416,6417],{"class":5405,"line":5886},[5403,6418,6383],{"class":5413},[5403,6420,6421],{"class":5405,"line":5897},[5403,6422,6423],{"class":5413},"    ax.imshow(img_display)\n",[5403,6425,6426,6429,6431,6434,6436,6439,6441,6443,6445,6447,6449,6452,6454,6456,6458,6460],{"class":5405,"line":5904},[5403,6427,6428],{"class":5413},"    ax.set_title(",[5403,6430,5608],{"class":5607},[5403,6432,6433],{"class":5551},"'",[5403,6435,5614],{"class":5607},[5403,6437,6438],{"class":5413},"classes[label]",[5403,6440,5620],{"class":5607},[5403,6442,6433],{"class":5551},[5403,6444,5725],{"class":5413},[5403,6446,6296],{"class":5803},[5403,6448,5807],{"class":5413},[5403,6450,6451],{"class":5576},"11",[5403,6453,5725],{"class":5413},[5403,6455,6306],{"class":5803},[5403,6457,5807],{"class":5413},[5403,6459,6311],{"class":5551},[5403,6461,5567],{"class":5413},[5403,6463,6464,6467,6470],{"class":5405,"line":5909},[5403,6465,6466],{"class":5413},"    ax.axis(",[5403,6468,6469],{"class":5551},"'off'",[5403,6471,5567],{"class":5413},[5403,6473,6474],{"class":5405,"line":5914},[5403,6475,5535],{"emptyLinePlaceholder":5534},[5403,6477,6478],{"class":5405,"line":5920},[5403,6479,6480],{"class":5413},"plt.tight_layout()\n",[5403,6482,6483],{"class":5405,"line":5951},[5403,6484,6485],{"class":5413},"plt.show()\n",[5403,6487,6488],{"class":5405,"line":5980},[5403,6489,5535],{"emptyLinePlaceholder":5534},[5403,6491,6492],{"class":5405,"line":5985},[5403,6493,6494],{"class":5541},"# Виведення форми даних\n",[5403,6496,6497,6500,6502],{"class":5405,"line":6011},[5403,6498,6499],{"class":5413},"sample_img, _ = train_dataset_basic[",[5403,6501,6238],{"class":5576},[5403,6503,5977],{"class":5413},[5403,6505,6506,6508,6510,6512,6514,6518,6521,6523,6526,6528,6530],{"class":5405,"line":6036},[5403,6507,5601],{"class":5600},[5403,6509,5604],{"class":5413},[5403,6511,5608],{"class":5607},[5403,6513,5623],{"class":5551},[5403,6515,6517],{"class":6516},"sjcCO","\\n",[5403,6519,6520],{"class":5551},"Форма одного зображення: ",[5403,6522,5614],{"class":5607},[5403,6524,6525],{"class":5413},"sample_img.shape",[5403,6527,5620],{"class":5607},[5403,6529,5623],{"class":5551},[5403,6531,5567],{"class":5413},[5403,6533,6535,6537,6539,6541,6544,6546,6549,6551,6554,6556,6558],{"class":5405,"line":6534},34,[5403,6536,5601],{"class":5600},[5403,6538,5604],{"class":5413},[5403,6540,5608],{"class":5607},[5403,6542,6543],{"class":5551},"\"  - Канали (RGB): ",[5403,6545,5614],{"class":5607},[5403,6547,6548],{"class":5413},"sample_img.shape[",[5403,6550,6238],{"class":5576},[5403,6552,6553],{"class":5413},"]",[5403,6555,5620],{"class":5607},[5403,6557,5623],{"class":5551},[5403,6559,5567],{"class":5413},[5403,6561,6563,6565,6567,6569,6572,6574,6576,6578,6580,6582,6584],{"class":5405,"line":6562},35,[5403,6564,5601],{"class":5600},[5403,6566,5604],{"class":5413},[5403,6568,5608],{"class":5607},[5403,6570,6571],{"class":5551},"\"  - Висота: ",[5403,6573,5614],{"class":5607},[5403,6575,6548],{"class":5413},[5403,6577,5391],{"class":5576},[5403,6579,6553],{"class":5413},[5403,6581,5620],{"class":5607},[5403,6583,5623],{"class":5551},[5403,6585,5567],{"class":5413},[5403,6587,6589,6591,6593,6595,6598,6600,6602,6604,6606,6608,6610],{"class":5405,"line":6588},36,[5403,6590,5601],{"class":5600},[5403,6592,5604],{"class":5413},[5403,6594,5608],{"class":5607},[5403,6596,6597],{"class":5551},"\"  - Ширина: ",[5403,6599,5614],{"class":5607},[5403,6601,6548],{"class":5413},[5403,6603,5699],{"class":5576},[5403,6605,6553],{"class":5413},[5403,6607,5620],{"class":5607},[5403,6609,5623],{"class":5551},[5403,6611,5567],{"class":5413},[5403,6613,6615,6617,6619,6621,6623,6625,6628,6630,6633,6636,6638,6640,6642,6644,6647],{"class":5405,"line":6614},37,[5403,6616,5601],{"class":5600},[5403,6618,5604],{"class":5413},[5403,6620,5608],{"class":5607},[5403,6622,5623],{"class":5551},[5403,6624,6517],{"class":6516},[5403,6626,6627],{"class":5551},"Розмір вхідних даних для CNN: 32×32×3 = ",[5403,6629,5614],{"class":5607},[5403,6631,6632],{"class":5576},"32",[5403,6634,6635],{"class":5413},"*",[5403,6637,6632],{"class":5576},[5403,6639,6635],{"class":5413},[5403,6641,6158],{"class":5576},[5403,6643,5620],{"class":5607},[5403,6645,6646],{"class":5551}," пікселів\"",[5403,6648,5567],{"class":5413},[5627,6650,6651,6659,6668,6681],{"v-slot:output":5398},[5191,6652,6653],{},[6182,6654],{"alt":6655,"className":6656,"src":6658},"Приклади кольорових зображень із датасету CIFAR-10: 10 класів реальних об'єктів у низькій роздільності 32×32",[6657],"diagram-img","\u002Fimages\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-augmentation\u002F01-cifar10-samples.png",[5191,6660,6661,6664,6665],{},[5195,6662,6663],{},"Форма одного зображення:"," ",[5400,6666,6667],{},"torch.Size([3, 32, 32])",[5223,6669,6670,6676],{},[5226,6671,6672,6675],{},[5195,6673,6674],{},"3 канали"," (Red, Green, Blue)",[5226,6677,6678],{},[5195,6679,6680],{},"32×32 пікселів",[5191,6682,6683,6686],{},[5195,6684,6685],{},"Розмір вхідних даних:"," 3,072 пікселі (майже у 4 рази більше за MNIST)",[6688,6689,6690,6695,6702,6707,6718],"warning",{},[5191,6691,6692],{},[5195,6693,6694],{},"Спостереження про складність:",[5191,6696,6697,6698,6701],{},"Подивіться на зображення вище — навіть людині іноді важко розрізнити об'єкти при такій низькій роздільності! Деякі зображення виглядають розмитими або частково закритими іншими об'єктами. Це ",[5195,6699,6700],{},"реалістичний виклик"," для моделі.",[5191,6703,6704],{},[5195,6705,6706],{},"Приклади складних випадків:",[5223,6708,6709,6712,6715],{},[5226,6710,6711],{},"Кіт\u002Fсобака — обидва можуть бути коричневими та пухнастими",[5226,6713,6714],{},"Автомобіль\u002Fвантажівка — схожі форми, відрізняються лише розміром",[5226,6716,6717],{},"Птах під кутом або частково закритий — може виглядати як плями кольорів",[5191,6719,6720,6721,6724,6725,6728],{},"Саме тому для CIFAR-10 потрібні ",[5195,6722,6723],{},"глибші мережі"," та ",[5195,6726,6727],{},"аугментація даних",".",[5374,6730],{},[5186,6732,6734],{"id":6733},"data-augmentation-штучне-збільшення-різноманітності","Data Augmentation — штучне збільшення різноманітності",[5191,6736,6737,5208,6740,6742,6743,6746],{},[5195,6738,6739],{},"Data Augmentation",[5210,6741,6727],{},") — це техніка штучного збільшення датасету шляхом застосування випадкових трансформацій до зображень ",[5195,6744,6745],{},"під час навчання",". Це один із найпотужніших методів боротьби з перенавчанням.",[5690,6748,6750],{"id":6749},"чому-аугментація-працює","Чому аугментація працює?",[5191,6752,6753,6756,6757,6760],{},[5195,6754,6755],{},"Проблема:"," У нас лише 50,000 тренувальних зображень. Модель може ",[5195,6758,6759],{},"запам'ятати"," їх замість того, щоб навчитися загальним ознакам.",[5191,6762,6763,6766,6767,6770,6771,6774],{},[5195,6764,6765],{},"Рішення:"," Якщо на кожній епосі модель бачить ",[5195,6768,6769],{},"трохи змінені версії"," тих самих зображень (відзеркалені, трохи зміщені, з іншою яскравістю), вона змушена вивчати ",[5195,6772,6773],{},"інваріантні ознаки"," — ті, що не залежать від конкретного положення чи освітлення об'єкта.",[6776,6777,6778,6782,6785,6791,6797,6801,6804,6813,6817,6820,6856],"steps",{},[5690,6779,6781],{"id":6780},"крок-1-randomhorizontalflip-горизонтальне-відзеркалення","Крок 1. RandomHorizontalFlip (горизонтальне відзеркалення)",[5191,6783,6784],{},"З ймовірністю 50% відзеркалює зображення зліва направо.",[5191,6786,6787,6790],{},[5195,6788,6789],{},"Приклад:"," Літак, що летить вправо ↔ літак, що летить вліво.",[5191,6792,6793,6796],{},[5195,6794,6795],{},"Коли НЕ використовувати:"," Для текстів, цифр, дорожніх знаків — там горизонтальне відзеркалення змінює значення (цифра \"6\" стає \"несправжньою 6\").",[5690,6798,6800],{"id":6799},"крок-2-randomcrop-випадкове-вирізання","Крок 2. RandomCrop (випадкове вирізання)",[5191,6802,6803],{},"Додає padding (зазвичай 4 пікселі) навколо зображення, потім вирізає випадковий фрагмент 32×32.",[5191,6805,6806,6809,6810,6728],{},[5195,6807,6808],{},"Ефект:"," Об'єкт зміщується у різні частини кадру, модель навчається ",[5195,6811,6812],{},"інваріантності до позиції",[5690,6814,6816],{"id":6815},"крок-3-colorjitter-зміна-кольорів","Крок 3. ColorJitter (зміна кольорів)",[5191,6818,6819],{},"Випадково змінює:",[5223,6821,6822,6831,6839,6847],{},[5226,6823,6824,5208,6827,6830],{},[5195,6825,6826],{},"Яскравість",[5210,6828,6829],{},"brightness","): ±20%",[5226,6832,6833,5208,6836,6830],{},[5195,6834,6835],{},"Контраст",[5210,6837,6838],{},"contrast",[5226,6840,6841,5208,6844,6830],{},[5195,6842,6843],{},"Насиченість",[5210,6845,6846],{},"saturation",[5226,6848,6849,5208,6852,6855],{},[5195,6850,6851],{},"Відтінок",[5210,6853,6854],{},"hue","): ±10%",[5191,6857,6858,6860],{},[5195,6859,6808],{}," Модель стає стійкішою до різних умов освітлення (денне світло, сутінки, штучне освітлення).",[5384,6862,6864],{"kernel":5386,"title":6863},"02_augmentation_visualization.ipynb",[5389,6865,6868,7551],{"execution-count":6866,"execution-time":6867},"4","0.52s",[5393,6869,6871],{"className":5395,"code":6870,"language":5397,"meta":5398,"style":5398},"# Створюємо pipeline з аугментацією\ntransform_augmented = transforms.Compose([\n    transforms.RandomHorizontalFlip(p=0.5),      # 50% шанс відзеркалення\n    transforms.RandomCrop(32, padding=4),         # Зсув на ±4 пікселі\n    transforms.ColorJitter(\n        brightness=0.2,  # Яскравість ±20%\n        contrast=0.2,    # Контраст ±20%\n        saturation=0.2,  # Насиченість ±20%\n        hue=0.1          # Відтінок ±10%\n    ),\n    transforms.ToTensor(),\n    transforms.Normalize(cifar10_mean, cifar10_std)\n])\n\n# Візуалізація одного зображення з 8 різними аугментаціями\nfig, axes = plt.subplots(3, 3, figsize=(12, 12))\nfig.suptitle('Один оригінал + 8 аугментованих версій', fontsize=16, fontweight='bold')\n\n# Завантажуємо одне зображення БЕЗ трансформацій\ndataset_raw = datasets.CIFAR10(root='.\u002Fdata', train=True, download=False, transform=None)\nimg_raw, label = dataset_raw[100]  # Вибираємо зображення коня\n\n# Оригінал (центр)\naxes[1, 1].imshow(img_raw)\naxes[1, 1].set_title('🔵 Оригінал', fontsize=13, fontweight='bold', color='blue')\naxes[1, 1].axis('off')\n\n# Створюємо датасет з аугментацією для того самого індексу\ndataset_aug = datasets.CIFAR10(root='.\u002Fdata', train=True, download=False, \n                                transform=transform_augmented)\n\n# Генеруємо 8 аугментованих версій\npositions = [(0,0), (0,1), (0,2), (1,0), (1,2), (2,0), (2,1), (2,2)]\nfor i, (row, col) in enumerate(positions):\n    img_aug, _ = dataset_aug[100]  # Кожен виклик дає нову випадкову аугментацію\n    img_display = denormalize(img_aug, cifar10_mean, cifar10_std)\n    img_display = img_display.permute(1, 2, 0).numpy()\n    \n    axes[row, col].imshow(img_display)\n    axes[row, col].set_title(f'Аугментація {i+1}', fontsize=11)\n    axes[row, col].axis('off')\n\nplt.tight_layout()\nplt.show()\n\nprint(f\"\\nКлас зображення: {classes[label]}\")\nprint(\"\\nСпостереження:\")\nprint(\"  - Деякі версії відзеркалені горизонтально\")\nprint(\"  - Об'єкт зміщений у різні частини кадру (через RandomCrop)\")\nprint(\"  - Відрізняється яскравість та насиченість кольорів\")\nprint(\"  - Модель бачить РІЗНІ версії на кожній епосі → краща генералізація!\")\n",[5400,6872,6873,6878,6883,6901,6923,6928,6944,6959,6973,6986,6991,6995,6999,7003,7007,7012,7037,7062,7066,7071,7113,7127,7131,7136,7150,7195,7212,7216,7221,7251,7259,7263,7268,7340,7354,7366,7371,7388,7393,7399,7431,7441,7446,7451,7456,7461,7487,7503,7515,7527,7539],{"__ignoreMap":5398},[5403,6874,6875],{"class":5405,"line":5406},[5403,6876,6877],{"class":5541},"# Створюємо pipeline з аугментацією\n",[5403,6879,6880],{"class":5405,"line":5417},[5403,6881,6882],{"class":5413},"transform_augmented = transforms.Compose([\n",[5403,6884,6885,6888,6890,6892,6895,6898],{"class":5405,"line":5431},[5403,6886,6887],{"class":5413},"    transforms.RandomHorizontalFlip(",[5403,6889,5191],{"class":5803},[5403,6891,5807],{"class":5413},[5403,6893,6894],{"class":5576},"0.5",[5403,6896,6897],{"class":5413},"),      ",[5403,6899,6900],{"class":5541},"# 50% шанс відзеркалення\n",[5403,6902,6903,6906,6908,6910,6913,6915,6917,6920],{"class":5405,"line":5444},[5403,6904,6905],{"class":5413},"    transforms.RandomCrop(",[5403,6907,6632],{"class":5576},[5403,6909,5725],{"class":5413},[5403,6911,6912],{"class":5803},"padding",[5403,6914,5807],{"class":5413},[5403,6916,6866],{"class":5576},[5403,6918,6919],{"class":5413},"),         ",[5403,6921,6922],{"class":5541},"# Зсув на ±4 пікселі\n",[5403,6924,6925],{"class":5405,"line":5458},[5403,6926,6927],{"class":5413},"    transforms.ColorJitter(\n",[5403,6929,6930,6933,6935,6938,6941],{"class":5405,"line":5466},[5403,6931,6932],{"class":5803},"        brightness",[5403,6934,5807],{"class":5413},[5403,6936,6937],{"class":5576},"0.2",[5403,6939,6940],{"class":5413},",  ",[5403,6942,6943],{"class":5541},"# Яскравість ±20%\n",[5403,6945,6946,6949,6951,6953,6956],{"class":5405,"line":5479},[5403,6947,6948],{"class":5803},"        contrast",[5403,6950,5807],{"class":5413},[5403,6952,6937],{"class":5576},[5403,6954,6955],{"class":5413},",    ",[5403,6957,6958],{"class":5541},"# Контраст ±20%\n",[5403,6960,6961,6964,6966,6968,6970],{"class":5405,"line":5492},[5403,6962,6963],{"class":5803},"        saturation",[5403,6965,5807],{"class":5413},[5403,6967,6937],{"class":5576},[5403,6969,6940],{"class":5413},[5403,6971,6972],{"class":5541},"# Насиченість ±20%\n",[5403,6974,6975,6978,6980,6983],{"class":5405,"line":5505},[5403,6976,6977],{"class":5803},"        hue",[5403,6979,5807],{"class":5413},[5403,6981,6982],{"class":5576},"0.1",[5403,6984,6985],{"class":5541},"          # Відтінок ±10%\n",[5403,6987,6988],{"class":5405,"line":5518},[5403,6989,6990],{"class":5413},"    ),\n",[5403,6992,6993],{"class":5405,"line":5531},[5403,6994,5774],{"class":5413},[5403,6996,6997],{"class":5405,"line":5538},[5403,6998,5779],{"class":5413},[5403,7000,7001],{"class":5405,"line":5545},[5403,7002,5784],{"class":5413},[5403,7004,7005],{"class":5405,"line":5570},[5403,7006,5535],{"emptyLinePlaceholder":5534},[5403,7008,7009],{"class":5405,"line":5582},[5403,7010,7011],{"class":5541},"# Візуалізація одного зображення з 8 різними аугментаціями\n",[5403,7013,7014,7016,7018,7020,7022,7024,7026,7028,7031,7033,7035],{"class":5405,"line":5592},[5403,7015,6258],{"class":5413},[5403,7017,6158],{"class":5576},[5403,7019,5725],{"class":5413},[5403,7021,6158],{"class":5576},[5403,7023,5725],{"class":5413},[5403,7025,6269],{"class":5803},[5403,7027,6272],{"class":5413},[5403,7029,7030],{"class":5576},"12",[5403,7032,5725],{"class":5413},[5403,7034,7030],{"class":5576},[5403,7036,6283],{"class":5413},[5403,7038,7039,7041,7044,7046,7048,7050,7052,7054,7056,7058,7060],{"class":5405,"line":5597},[5403,7040,6288],{"class":5413},[5403,7042,7043],{"class":5551},"'Один оригінал + 8 аугментованих версій'",[5403,7045,5725],{"class":5413},[5403,7047,6296],{"class":5803},[5403,7049,5807],{"class":5413},[5403,7051,6301],{"class":5576},[5403,7053,5725],{"class":5413},[5403,7055,6306],{"class":5803},[5403,7057,5807],{"class":5413},[5403,7059,6311],{"class":5551},[5403,7061,5567],{"class":5413},[5403,7063,7064],{"class":5405,"line":5847},[5403,7065,5535],{"emptyLinePlaceholder":5534},[5403,7067,7068],{"class":5405,"line":5852},[5403,7069,7070],{"class":5541},"# Завантажуємо одне зображення БЕЗ трансформацій\n",[5403,7072,7073,7076,7079,7081,7083,7085,7088,7090,7092,7094,7097,7099,7101,7103,7106,7108,7111],{"class":5405,"line":5857},[5403,7074,7075],{"class":5413},"dataset_raw = datasets.CIFAR10(",[5403,7077,7078],{"class":5803},"root",[5403,7080,5807],{"class":5413},[5403,7082,5810],{"class":5551},[5403,7084,5725],{"class":5413},[5403,7086,7087],{"class":5803},"train",[5403,7089,5807],{"class":5413},[5403,7091,5823],{"class":5607},[5403,7093,5725],{"class":5413},[5403,7095,7096],{"class":5803},"download",[5403,7098,5807],{"class":5413},[5403,7100,5881],{"class":5607},[5403,7102,5725],{"class":5413},[5403,7104,7105],{"class":5803},"transform",[5403,7107,5807],{"class":5413},[5403,7109,7110],{"class":5607},"None",[5403,7112,5567],{"class":5413},[5403,7114,7115,7118,7121,7124],{"class":5405,"line":5863},[5403,7116,7117],{"class":5413},"img_raw, label = dataset_raw[",[5403,7119,7120],{"class":5576},"100",[5403,7122,7123],{"class":5413},"]  ",[5403,7125,7126],{"class":5541},"# Вибираємо зображення коня\n",[5403,7128,7129],{"class":5405,"line":5874},[5403,7130,5535],{"emptyLinePlaceholder":5534},[5403,7132,7133],{"class":5405,"line":5886},[5403,7134,7135],{"class":5541},"# Оригінал (центр)\n",[5403,7137,7138,7141,7143,7145,7147],{"class":5405,"line":5897},[5403,7139,7140],{"class":5413},"axes[",[5403,7142,5391],{"class":5576},[5403,7144,5725],{"class":5413},[5403,7146,5391],{"class":5576},[5403,7148,7149],{"class":5413},"].imshow(img_raw)\n",[5403,7151,7152,7154,7156,7158,7160,7163,7166,7168,7170,7172,7175,7177,7179,7181,7183,7185,7188,7190,7193],{"class":5405,"line":5904},[5403,7153,7140],{"class":5413},[5403,7155,5391],{"class":5576},[5403,7157,5725],{"class":5413},[5403,7159,5391],{"class":5576},[5403,7161,7162],{"class":5413},"].set_title(",[5403,7164,7165],{"class":5551},"'🔵 Оригінал'",[5403,7167,5725],{"class":5413},[5403,7169,6296],{"class":5803},[5403,7171,5807],{"class":5413},[5403,7173,7174],{"class":5576},"13",[5403,7176,5725],{"class":5413},[5403,7178,6306],{"class":5803},[5403,7180,5807],{"class":5413},[5403,7182,6311],{"class":5551},[5403,7184,5725],{"class":5413},[5403,7186,7187],{"class":5803},"color",[5403,7189,5807],{"class":5413},[5403,7191,7192],{"class":5551},"'blue'",[5403,7194,5567],{"class":5413},[5403,7196,7197,7199,7201,7203,7205,7208,7210],{"class":5405,"line":5909},[5403,7198,7140],{"class":5413},[5403,7200,5391],{"class":5576},[5403,7202,5725],{"class":5413},[5403,7204,5391],{"class":5576},[5403,7206,7207],{"class":5413},"].axis(",[5403,7209,6469],{"class":5551},[5403,7211,5567],{"class":5413},[5403,7213,7214],{"class":5405,"line":5914},[5403,7215,5535],{"emptyLinePlaceholder":5534},[5403,7217,7218],{"class":5405,"line":5920},[5403,7219,7220],{"class":5541},"# Створюємо датасет з аугментацією для того самого індексу\n",[5403,7222,7223,7226,7228,7230,7232,7234,7236,7238,7240,7242,7244,7246,7248],{"class":5405,"line":5951},[5403,7224,7225],{"class":5413},"dataset_aug = datasets.CIFAR10(",[5403,7227,7078],{"class":5803},[5403,7229,5807],{"class":5413},[5403,7231,5810],{"class":5551},[5403,7233,5725],{"class":5413},[5403,7235,7087],{"class":5803},[5403,7237,5807],{"class":5413},[5403,7239,5823],{"class":5607},[5403,7241,5725],{"class":5413},[5403,7243,7096],{"class":5803},[5403,7245,5807],{"class":5413},[5403,7247,5881],{"class":5607},[5403,7249,7250],{"class":5413},", \n",[5403,7252,7253,7256],{"class":5405,"line":5980},[5403,7254,7255],{"class":5803},"                                transform",[5403,7257,7258],{"class":5413},"=transform_augmented)\n",[5403,7260,7261],{"class":5405,"line":5985},[5403,7262,5535],{"emptyLinePlaceholder":5534},[5403,7264,7265],{"class":5405,"line":6011},[5403,7266,7267],{"class":5541},"# Генеруємо 8 аугментованих версій\n",[5403,7269,7270,7273,7275,7278,7280,7283,7285,7287,7289,7291,7293,7295,7297,7299,7301,7303,7305,7307,7309,7311,7313,7315,7317,7319,7321,7323,7325,7327,7329,7331,7333,7335,7337],{"class":5405,"line":6036},[5403,7271,7272],{"class":5413},"positions = [(",[5403,7274,6238],{"class":5576},[5403,7276,7277],{"class":5413},",",[5403,7279,6238],{"class":5576},[5403,7281,7282],{"class":5413},"), (",[5403,7284,6238],{"class":5576},[5403,7286,7277],{"class":5413},[5403,7288,5391],{"class":5576},[5403,7290,7282],{"class":5413},[5403,7292,6238],{"class":5576},[5403,7294,7277],{"class":5413},[5403,7296,5699],{"class":5576},[5403,7298,7282],{"class":5413},[5403,7300,5391],{"class":5576},[5403,7302,7277],{"class":5413},[5403,7304,6238],{"class":5576},[5403,7306,7282],{"class":5413},[5403,7308,5391],{"class":5576},[5403,7310,7277],{"class":5413},[5403,7312,5699],{"class":5576},[5403,7314,7282],{"class":5413},[5403,7316,5699],{"class":5576},[5403,7318,7277],{"class":5413},[5403,7320,6238],{"class":5576},[5403,7322,7282],{"class":5413},[5403,7324,5699],{"class":5576},[5403,7326,7277],{"class":5413},[5403,7328,5391],{"class":5576},[5403,7330,7282],{"class":5413},[5403,7332,5699],{"class":5576},[5403,7334,7277],{"class":5413},[5403,7336,5699],{"class":5576},[5403,7338,7339],{"class":5413},")]\n",[5403,7341,7342,7344,7347,7349,7351],{"class":5405,"line":6534},[5403,7343,6362],{"class":5409},[5403,7345,7346],{"class":5413}," i, (row, col) ",[5403,7348,6216],{"class":5409},[5403,7350,6370],{"class":5600},[5403,7352,7353],{"class":5413},"(positions):\n",[5403,7355,7356,7359,7361,7363],{"class":5405,"line":6562},[5403,7357,7358],{"class":5413},"    img_aug, _ = dataset_aug[",[5403,7360,7120],{"class":5576},[5403,7362,7123],{"class":5413},[5403,7364,7365],{"class":5541},"# Кожен виклик дає нову випадкову аугментацію\n",[5403,7367,7368],{"class":5405,"line":6588},[5403,7369,7370],{"class":5413},"    img_display = denormalize(img_aug, cifar10_mean, cifar10_std)\n",[5403,7372,7373,7375,7377,7379,7381,7383,7385],{"class":5405,"line":6614},[5403,7374,6398],{"class":5413},[5403,7376,5391],{"class":5576},[5403,7378,5725],{"class":5413},[5403,7380,5699],{"class":5576},[5403,7382,5725],{"class":5413},[5403,7384,6238],{"class":5576},[5403,7386,7387],{"class":5413},").numpy()\n",[5403,7389,7391],{"class":5405,"line":7390},38,[5403,7392,6383],{"class":5413},[5403,7394,7396],{"class":5405,"line":7395},39,[5403,7397,7398],{"class":5413},"    axes[row, col].imshow(img_display)\n",[5403,7400,7402,7405,7407,7410,7412,7415,7417,7419,7421,7423,7425,7427,7429],{"class":5405,"line":7401},40,[5403,7403,7404],{"class":5413},"    axes[row, col].set_title(",[5403,7406,5608],{"class":5607},[5403,7408,7409],{"class":5551},"'Аугментація ",[5403,7411,5614],{"class":5607},[5403,7413,7414],{"class":5413},"i+",[5403,7416,5391],{"class":5576},[5403,7418,5620],{"class":5607},[5403,7420,6433],{"class":5551},[5403,7422,5725],{"class":5413},[5403,7424,6296],{"class":5803},[5403,7426,5807],{"class":5413},[5403,7428,6451],{"class":5576},[5403,7430,5567],{"class":5413},[5403,7432,7434,7437,7439],{"class":5405,"line":7433},41,[5403,7435,7436],{"class":5413},"    axes[row, col].axis(",[5403,7438,6469],{"class":5551},[5403,7440,5567],{"class":5413},[5403,7442,7444],{"class":5405,"line":7443},42,[5403,7445,5535],{"emptyLinePlaceholder":5534},[5403,7447,7449],{"class":5405,"line":7448},43,[5403,7450,6480],{"class":5413},[5403,7452,7454],{"class":5405,"line":7453},44,[5403,7455,6485],{"class":5413},[5403,7457,7459],{"class":5405,"line":7458},45,[5403,7460,5535],{"emptyLinePlaceholder":5534},[5403,7462,7464,7466,7468,7470,7472,7474,7477,7479,7481,7483,7485],{"class":5405,"line":7463},46,[5403,7465,5601],{"class":5600},[5403,7467,5604],{"class":5413},[5403,7469,5608],{"class":5607},[5403,7471,5623],{"class":5551},[5403,7473,6517],{"class":6516},[5403,7475,7476],{"class":5551},"Клас зображення: ",[5403,7478,5614],{"class":5607},[5403,7480,6438],{"class":5413},[5403,7482,5620],{"class":5607},[5403,7484,5623],{"class":5551},[5403,7486,5567],{"class":5413},[5403,7488,7490,7492,7494,7496,7498,7501],{"class":5405,"line":7489},47,[5403,7491,5601],{"class":5600},[5403,7493,5604],{"class":5413},[5403,7495,5623],{"class":5551},[5403,7497,6517],{"class":6516},[5403,7499,7500],{"class":5551},"Спостереження:\"",[5403,7502,5567],{"class":5413},[5403,7504,7506,7508,7510,7513],{"class":5405,"line":7505},48,[5403,7507,5601],{"class":5600},[5403,7509,5604],{"class":5413},[5403,7511,7512],{"class":5551},"\"  - Деякі версії відзеркалені горизонтально\"",[5403,7514,5567],{"class":5413},[5403,7516,7518,7520,7522,7525],{"class":5405,"line":7517},49,[5403,7519,5601],{"class":5600},[5403,7521,5604],{"class":5413},[5403,7523,7524],{"class":5551},"\"  - Об'єкт зміщений у різні частини кадру (через RandomCrop)\"",[5403,7526,5567],{"class":5413},[5403,7528,7530,7532,7534,7537],{"class":5405,"line":7529},50,[5403,7531,5601],{"class":5600},[5403,7533,5604],{"class":5413},[5403,7535,7536],{"class":5551},"\"  - Відрізняється яскравість та насиченість кольорів\"",[5403,7538,5567],{"class":5413},[5403,7540,7542,7544,7546,7549],{"class":5405,"line":7541},51,[5403,7543,5601],{"class":5600},[5403,7545,5604],{"class":5413},[5403,7547,7548],{"class":5551},"\"  - Модель бачить РІЗНІ версії на кожній епосі → краща генералізація!\"",[5403,7550,5567],{"class":5413},[5627,7552,7553,7560,7566,7571],{"v-slot:output":5398},[5191,7554,7555],{},[6182,7556],{"alt":7557,"className":7558,"src":7559},"Демонстрація Data Augmentation: один оригінал та 8 випадково трансформованих версій того самого зображення коня",[6657],"\u002Fimages\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-augmentation\u002F02-augmentation-examples.png",[5191,7561,7562,7565],{},[5195,7563,7564],{},"Клас зображення:"," кінь",[5191,7567,7568],{},[5195,7569,7570],{},"Спостереження:",[5223,7572,7573,7576,7579,7582],{},[5226,7574,7575],{},"Деякі версії відзеркалені горизонтально (кінь дивиться у протилежний бік)",[5226,7577,7578],{},"Об'єкт зміщений у різні частини кадру",[5226,7580,7581],{},"Відрізняється яскравість, контраст та насиченість",[5226,7583,7584],{},[5195,7585,7586],{},"Кожна епоха тренування = нові випадкові аугментації!",[7588,7589,7590,7595,7606],"tip",{},[5191,7591,7592],{},[5195,7593,7594],{},"Ключова ідея аугментації:",[5191,7596,7597,7598,7601,7602,7605],{},"Замість 50,000 фіксованих зображень модель тепер бачить ",[5195,7599,7600],{},"мільйони унікальних варіантів"," — кожне зображення на кожній епосі аугментується по-новому. Це змушує мережу навчатися ",[5195,7603,7604],{},"справді загальним ознакам",", а не запам'ятовувати конкретні приклади.",[5191,7607,7608,7611,7612,6728],{},[5195,7609,7610],{},"Математична інтуїція:"," Аугментація еквівалентна збільшенню розміру датасету у ~10-100 разів (залежно від кількості трансформацій). Ефективний розмір: 50K × 100 = ",[5195,7613,7614],{},"5 мільйонів \"віртуальних\" зображень",[5374,7616],{},[5186,7618,7620],{"id":7619},"побудова-глибшої-cnn-з-batch-normalization","Побудова глибшої CNN з Batch Normalization",[5191,7622,7623,7624,7627,7628,7631],{},"Для CIFAR-10 нам потрібна ",[5195,7625,7626],{},"глибша та потужніша"," архітектура, ніж для MNIST. Додамо третій згортковий блок та ",[5195,7629,7630],{},"Batch Normalization"," для стабілізації навчання.",[5690,7633,7635],{"id":7634},"що-таке-batch-normalization","Що таке Batch Normalization?",[5191,7637,7638,5208,7640,7643,7644,7647],{},[5195,7639,7630],{},[5210,7641,7642],{},"BatchNorm",") — це техніка нормалізації активацій між шарами, запропонована у 2015 році. Вона вирішує проблему ",[5195,7645,7646],{},"Internal Covariate Shift"," — зміни розподілу активацій під час навчання.",[5191,7649,7650],{},[5195,7651,7652],{},"Як працює:",[5191,7654,7655,7656,7661,7662,7665],{},"Для кожного міні-батчу обчислює середнє ",[7657,7658],"math-formula",{"tex":7659,":inline":7660},"\\mu_B","true"," та дисперсію ",[7657,7663],{"tex":7664,":inline":7660},"\\sigma_B^2",", потім нормалізує:",[7657,7667],{"tex":7668},"\\hat{x}_i = \\frac{x_i - \\mu_B}{\\sqrt{\\sigma_B^2 + \\epsilon}}",[5191,7670,7671,7672,7675,7676,7679],{},"Потім застосовує навчаємі параметри ",[7657,7673],{"tex":7674,":inline":7660},"\\gamma"," (масштаб) та ",[7657,7677],{"tex":7678,":inline":7660},"\\beta"," (зсув):",[7657,7681],{"tex":7682},"y_i = \\gamma \\hat{x}_i + \\beta",[5191,7684,7685],{},[5195,7686,7687],{},"Переваги:",[5223,7689,7690,7696,7702],{},[5226,7691,7692,7695],{},[5195,7693,7694],{},"Прискорює навчання:"," Можна використовувати вищий learning rate",[5226,7697,7698,7701],{},[5195,7699,7700],{},"Регуляризація:"," Зменшує потребу у Dropout",[5226,7703,7704,7707],{},[5195,7705,7706],{},"Стабілізація:"," Градієнти не зникають та не вибухають",[7709,7710,7712],"plant-uml",{"alt":7711},"Архітектура CNN для CIFAR-10 з Batch Normalization",[5393,7713,7717],{"className":7714,"code":7715,"language":7716,"meta":5398,"style":5398},"language-plantuml shiki shiki-themes light-plus dark-plus dark-plus","@startuml\nskinparam style plain\nskinparam backgroundColor #FFFFFF\nskinparam defaultFontName \"SF Pro Display, Arial\"\n\nleft to right direction\n\nrectangle \"Вхід\\n32×32×3\" as input #DBEAFE\n\npackage \"Блок 1\" as block1 #FEF3C7 {\n  rectangle \"Conv2d(3→64)\\n3×3, padding=1\\n32×32×64\" as conv1\n  rectangle \"BatchNorm2d\" as bn1\n  rectangle \"ReLU\" as relu1\n  rectangle \"MaxPool2d 2×2\\n16×16×64\" as pool1\n}\n\npackage \"Блок 2\" as block2 #FECACA {\n  rectangle \"Conv2d(64→128)\\n3×3, padding=1\\n16×16×128\" as conv2\n  rectangle \"BatchNorm2d\" as bn2\n  rectangle \"ReLU\" as relu2\n  rectangle \"MaxPool2d 2×2\\n8×8×128\" as pool2\n}\n\npackage \"Блок 3\" as block3 #E9D5FF {\n  rectangle \"Conv2d(128→256)\\n3×3, padding=1\\n8×8×256\" as conv3\n  rectangle \"BatchNorm2d\" as bn3\n  rectangle \"ReLU\" as relu3\n  rectangle \"MaxPool2d 2×2\\n4×4×256\" as pool3\n}\n\npackage \"Класифікатор\" as classifier #DCFCE7 {\n  rectangle \"Flatten\\n4096\" as flatten\n  rectangle \"Linear(4096→512)\" as fc1\n  rectangle \"ReLU + Dropout(0.5)\" as relu_drop\n  rectangle \"Linear(512→10)\" as fc2\n}\n\nrectangle \"Вихід\\n10 класів\" as output #D1FAE5\n\ninput -right-> conv1\nconv1 -right-> bn1\nbn1 -right-> relu1\nrelu1 -right-> pool1\n\npool1 -right-> conv2\nconv2 -right-> bn2\nbn2 -right-> relu2\nrelu2 -right-> pool2\n\npool2 -right-> conv3\nconv3 -right-> bn3\nbn3 -right-> relu3\nrelu3 -right-> pool3\n\npool3 -right-> flatten\nflatten -down-> fc1\nfc1 -down-> relu_drop\nrelu_drop -down-> fc2\nfc2 -right-> output\n\nnote bottom of block1\n  **Перший блок:**\n  Низькорівневі ознаки\n  (краї, кольори)\nend note\n\nnote bottom of block2\n  **Другий блок:**\n  Текстури, частини\n  об'єктів\nend note\n\nnote bottom of block3\n  **Третій блок:**\n  Складні форми,\n  об'єкти цілком\nend note\n\n@enduml\n","plantuml",[5400,7718,7719,7724,7729,7734,7739,7743,7748,7752,7757,7761,7766,7771,7776,7781,7786,7791,7795,7800,7805,7810,7815,7820,7824,7828,7833,7838,7843,7848,7853,7857,7861,7866,7871,7876,7881,7886,7890,7894,7899,7903,7908,7913,7918,7923,7927,7932,7937,7942,7947,7951,7956,7961,7967,7973,7978,7984,7990,7996,8002,8008,8013,8019,8025,8031,8037,8043,8048,8054,8060,8066,8072,8077,8082,8088,8094,8100,8106,8111,8116],{"__ignoreMap":5398},[5403,7720,7721],{"class":5405,"line":5406},[5403,7722,7723],{},"@startuml\n",[5403,7725,7726],{"class":5405,"line":5417},[5403,7727,7728],{},"skinparam style plain\n",[5403,7730,7731],{"class":5405,"line":5431},[5403,7732,7733],{},"skinparam backgroundColor #FFFFFF\n",[5403,7735,7736],{"class":5405,"line":5444},[5403,7737,7738],{},"skinparam defaultFontName \"SF Pro Display, Arial\"\n",[5403,7740,7741],{"class":5405,"line":5458},[5403,7742,5535],{"emptyLinePlaceholder":5534},[5403,7744,7745],{"class":5405,"line":5466},[5403,7746,7747],{},"left to right direction\n",[5403,7749,7750],{"class":5405,"line":5479},[5403,7751,5535],{"emptyLinePlaceholder":5534},[5403,7753,7754],{"class":5405,"line":5492},[5403,7755,7756],{},"rectangle \"Вхід\\n32×32×3\" as input #DBEAFE\n",[5403,7758,7759],{"class":5405,"line":5505},[5403,7760,5535],{"emptyLinePlaceholder":5534},[5403,7762,7763],{"class":5405,"line":5518},[5403,7764,7765],{},"package \"Блок 1\" as block1 #FEF3C7 {\n",[5403,7767,7768],{"class":5405,"line":5531},[5403,7769,7770],{},"  rectangle \"Conv2d(3→64)\\n3×3, padding=1\\n32×32×64\" as conv1\n",[5403,7772,7773],{"class":5405,"line":5538},[5403,7774,7775],{},"  rectangle \"BatchNorm2d\" as bn1\n",[5403,7777,7778],{"class":5405,"line":5545},[5403,7779,7780],{},"  rectangle \"ReLU\" as relu1\n",[5403,7782,7783],{"class":5405,"line":5570},[5403,7784,7785],{},"  rectangle \"MaxPool2d 2×2\\n16×16×64\" as pool1\n",[5403,7787,7788],{"class":5405,"line":5582},[5403,7789,7790],{},"}\n",[5403,7792,7793],{"class":5405,"line":5592},[5403,7794,5535],{"emptyLinePlaceholder":5534},[5403,7796,7797],{"class":5405,"line":5597},[5403,7798,7799],{},"package \"Блок 2\" as block2 #FECACA {\n",[5403,7801,7802],{"class":5405,"line":5847},[5403,7803,7804],{},"  rectangle \"Conv2d(64→128)\\n3×3, padding=1\\n16×16×128\" as conv2\n",[5403,7806,7807],{"class":5405,"line":5852},[5403,7808,7809],{},"  rectangle \"BatchNorm2d\" as bn2\n",[5403,7811,7812],{"class":5405,"line":5857},[5403,7813,7814],{},"  rectangle \"ReLU\" as relu2\n",[5403,7816,7817],{"class":5405,"line":5863},[5403,7818,7819],{},"  rectangle \"MaxPool2d 2×2\\n8×8×128\" as pool2\n",[5403,7821,7822],{"class":5405,"line":5874},[5403,7823,7790],{},[5403,7825,7826],{"class":5405,"line":5886},[5403,7827,5535],{"emptyLinePlaceholder":5534},[5403,7829,7830],{"class":5405,"line":5897},[5403,7831,7832],{},"package \"Блок 3\" as block3 #E9D5FF {\n",[5403,7834,7835],{"class":5405,"line":5904},[5403,7836,7837],{},"  rectangle \"Conv2d(128→256)\\n3×3, padding=1\\n8×8×256\" as conv3\n",[5403,7839,7840],{"class":5405,"line":5909},[5403,7841,7842],{},"  rectangle \"BatchNorm2d\" as bn3\n",[5403,7844,7845],{"class":5405,"line":5914},[5403,7846,7847],{},"  rectangle \"ReLU\" as relu3\n",[5403,7849,7850],{"class":5405,"line":5920},[5403,7851,7852],{},"  rectangle \"MaxPool2d 2×2\\n4×4×256\" as pool3\n",[5403,7854,7855],{"class":5405,"line":5951},[5403,7856,7790],{},[5403,7858,7859],{"class":5405,"line":5980},[5403,7860,5535],{"emptyLinePlaceholder":5534},[5403,7862,7863],{"class":5405,"line":5985},[5403,7864,7865],{},"package \"Класифікатор\" as classifier #DCFCE7 {\n",[5403,7867,7868],{"class":5405,"line":6011},[5403,7869,7870],{},"  rectangle \"Flatten\\n4096\" as flatten\n",[5403,7872,7873],{"class":5405,"line":6036},[5403,7874,7875],{},"  rectangle \"Linear(4096→512)\" as fc1\n",[5403,7877,7878],{"class":5405,"line":6534},[5403,7879,7880],{},"  rectangle \"ReLU + Dropout(0.5)\" as relu_drop\n",[5403,7882,7883],{"class":5405,"line":6562},[5403,7884,7885],{},"  rectangle \"Linear(512→10)\" as fc2\n",[5403,7887,7888],{"class":5405,"line":6588},[5403,7889,7790],{},[5403,7891,7892],{"class":5405,"line":6614},[5403,7893,5535],{"emptyLinePlaceholder":5534},[5403,7895,7896],{"class":5405,"line":7390},[5403,7897,7898],{},"rectangle \"Вихід\\n10 класів\" as output #D1FAE5\n",[5403,7900,7901],{"class":5405,"line":7395},[5403,7902,5535],{"emptyLinePlaceholder":5534},[5403,7904,7905],{"class":5405,"line":7401},[5403,7906,7907],{},"input -right-> conv1\n",[5403,7909,7910],{"class":5405,"line":7433},[5403,7911,7912],{},"conv1 -right-> bn1\n",[5403,7914,7915],{"class":5405,"line":7443},[5403,7916,7917],{},"bn1 -right-> relu1\n",[5403,7919,7920],{"class":5405,"line":7448},[5403,7921,7922],{},"relu1 -right-> pool1\n",[5403,7924,7925],{"class":5405,"line":7453},[5403,7926,5535],{"emptyLinePlaceholder":5534},[5403,7928,7929],{"class":5405,"line":7458},[5403,7930,7931],{},"pool1 -right-> conv2\n",[5403,7933,7934],{"class":5405,"line":7463},[5403,7935,7936],{},"conv2 -right-> bn2\n",[5403,7938,7939],{"class":5405,"line":7489},[5403,7940,7941],{},"bn2 -right-> relu2\n",[5403,7943,7944],{"class":5405,"line":7505},[5403,7945,7946],{},"relu2 -right-> pool2\n",[5403,7948,7949],{"class":5405,"line":7517},[5403,7950,5535],{"emptyLinePlaceholder":5534},[5403,7952,7953],{"class":5405,"line":7529},[5403,7954,7955],{},"pool2 -right-> conv3\n",[5403,7957,7958],{"class":5405,"line":7541},[5403,7959,7960],{},"conv3 -right-> bn3\n",[5403,7962,7964],{"class":5405,"line":7963},52,[5403,7965,7966],{},"bn3 -right-> relu3\n",[5403,7968,7970],{"class":5405,"line":7969},53,[5403,7971,7972],{},"relu3 -right-> pool3\n",[5403,7974,7976],{"class":5405,"line":7975},54,[5403,7977,5535],{"emptyLinePlaceholder":5534},[5403,7979,7981],{"class":5405,"line":7980},55,[5403,7982,7983],{},"pool3 -right-> flatten\n",[5403,7985,7987],{"class":5405,"line":7986},56,[5403,7988,7989],{},"flatten -down-> fc1\n",[5403,7991,7993],{"class":5405,"line":7992},57,[5403,7994,7995],{},"fc1 -down-> relu_drop\n",[5403,7997,7999],{"class":5405,"line":7998},58,[5403,8000,8001],{},"relu_drop -down-> fc2\n",[5403,8003,8005],{"class":5405,"line":8004},59,[5403,8006,8007],{},"fc2 -right-> output\n",[5403,8009,8011],{"class":5405,"line":8010},60,[5403,8012,5535],{"emptyLinePlaceholder":5534},[5403,8014,8016],{"class":5405,"line":8015},61,[5403,8017,8018],{},"note bottom of block1\n",[5403,8020,8022],{"class":5405,"line":8021},62,[5403,8023,8024],{},"  **Перший блок:**\n",[5403,8026,8028],{"class":5405,"line":8027},63,[5403,8029,8030],{},"  Низькорівневі ознаки\n",[5403,8032,8034],{"class":5405,"line":8033},64,[5403,8035,8036],{},"  (краї, кольори)\n",[5403,8038,8040],{"class":5405,"line":8039},65,[5403,8041,8042],{},"end note\n",[5403,8044,8046],{"class":5405,"line":8045},66,[5403,8047,5535],{"emptyLinePlaceholder":5534},[5403,8049,8051],{"class":5405,"line":8050},67,[5403,8052,8053],{},"note bottom of block2\n",[5403,8055,8057],{"class":5405,"line":8056},68,[5403,8058,8059],{},"  **Другий блок:**\n",[5403,8061,8063],{"class":5405,"line":8062},69,[5403,8064,8065],{},"  Текстури, частини\n",[5403,8067,8069],{"class":5405,"line":8068},70,[5403,8070,8071],{},"  об'єктів\n",[5403,8073,8075],{"class":5405,"line":8074},71,[5403,8076,8042],{},[5403,8078,8080],{"class":5405,"line":8079},72,[5403,8081,5535],{"emptyLinePlaceholder":5534},[5403,8083,8085],{"class":5405,"line":8084},73,[5403,8086,8087],{},"note bottom of block3\n",[5403,8089,8091],{"class":5405,"line":8090},74,[5403,8092,8093],{},"  **Третій блок:**\n",[5403,8095,8097],{"class":5405,"line":8096},75,[5403,8098,8099],{},"  Складні форми,\n",[5403,8101,8103],{"class":5405,"line":8102},76,[5403,8104,8105],{},"  об'єкти цілком\n",[5403,8107,8109],{"class":5405,"line":8108},77,[5403,8110,8042],{},[5403,8112,8114],{"class":5405,"line":8113},78,[5403,8115,5535],{"emptyLinePlaceholder":5534},[5403,8117,8119],{"class":5405,"line":8118},79,[5403,8120,8121],{},"@enduml\n",[5690,8123,8125],{"id":8124},"імплементація-на-pytorch","Імплементація на PyTorch",[5384,8127,8129],{"kernel":5386,"title":8128},"03_cifar10_model.ipynb",[5389,8130,8131,9041],{"execution-count":6280},[5393,8132,8134],{"className":5395,"code":8133,"language":5397,"meta":5398,"style":5398},"class CIFAR10Classifier(nn.Module):\n    \"\"\"\n    Глибока CNN для CIFAR-10 з Batch Normalization.\n    \n    Архітектура:\n        - 3 згорткових блоки (Conv → BN → ReLU → MaxPool)\n        - 2 повнозв'язних шари з Dropout\n        - ~3 мільйони параметрів\n    \"\"\"\n    \n    def __init__(self, num_classes=10):\n        super(CIFAR10Classifier, self).__init__()\n        \n        # Блок 1: 3 → 64 канали\n        self.conv1 = nn.Conv2d(3, 64, kernel_size=3, padding=1)\n        self.bn1 = nn.BatchNorm2d(64)\n        self.relu1 = nn.ReLU(inplace=True)\n        self.pool1 = nn.MaxPool2d(kernel_size=2, stride=2)  # 32×32 → 16×16\n        \n        # Блок 2: 64 → 128 каналів\n        self.conv2 = nn.Conv2d(64, 128, kernel_size=3, padding=1)\n        self.bn2 = nn.BatchNorm2d(128)\n        self.relu2 = nn.ReLU(inplace=True)\n        self.pool2 = nn.MaxPool2d(kernel_size=2, stride=2)  # 16×16 → 8×8\n        \n        # Блок 3: 128 → 256 каналів\n        self.conv3 = nn.Conv2d(128, 256, kernel_size=3, padding=1)\n        self.bn3 = nn.BatchNorm2d(256)\n        self.relu3 = nn.ReLU(inplace=True)\n        self.pool3 = nn.MaxPool2d(kernel_size=2, stride=2)  # 8×8 → 4×4\n        \n        # Класифікатор\n        self.flatten = nn.Flatten()\n        self.fc1 = nn.Linear(4 * 4 * 256, 512)  # 4096 → 512\n        self.relu4 = nn.ReLU(inplace=True)\n        self.dropout = nn.Dropout(p=0.5)\n        self.fc2 = nn.Linear(512, num_classes)  # 512 → 10\n    \n    def forward(self, x):\n        # Блок 1\n        x = self.conv1(x)       # (B, 3, 32, 32) → (B, 64, 32, 32)\n        x = self.bn1(x)         # Batch Normalization\n        x = self.relu1(x)\n        x = self.pool1(x)       # (B, 64, 32, 32) → (B, 64, 16, 16)\n        \n        # Блок 2\n        x = self.conv2(x)       # (B, 64, 16, 16) → (B, 128, 16, 16)\n        x = self.bn2(x)\n        x = self.relu2(x)\n        x = self.pool2(x)       # (B, 128, 16, 16) → (B, 128, 8, 8)\n        \n        # Блок 3\n        x = self.conv3(x)       # (B, 128, 8, 8) → (B, 256, 8, 8)\n        x = self.bn3(x)\n        x = self.relu3(x)\n        x = self.pool3(x)       # (B, 256, 8, 8) → (B, 256, 4, 4)\n        \n        # Класифікатор\n        x = self.flatten(x)     # (B, 256, 4, 4) → (B, 4096)\n        x = self.fc1(x)         # (B, 4096) → (B, 512)\n        x = self.relu4(x)\n        x = self.dropout(x)\n        x = self.fc2(x)         # (B, 512) → (B, 10)\n        \n        return x\n\n# Створення моделі\nmodel = CIFAR10Classifier().to(device)\n\n# Підрахунок параметрів\ntotal_params = sum(p.numel() for p in model.parameters())\ntrainable_params = sum(p.numel() for p in model.parameters() if p.requires_grad)\n\nprint(model)\nprint(f\"\\n{'='*70}\")\nprint(f\"Загальна кількість параметрів: {total_params:,}\")\nprint(f\"Навчаємих параметрів: {trainable_params:,}\")\nprint(f\"{'='*70}\")\n",[5400,8135,8136,8157,8162,8167,8171,8176,8181,8186,8191,8195,8199,8223,8242,8247,8252,8286,8297,8313,8341,8345,8350,8382,8393,8408,8434,8438,8443,8475,8486,8501,8527,8531,8536,8543,8571,8586,8601,8616,8620,8638,8643,8656,8668,8677,8689,8693,8698,8710,8719,8728,8740,8744,8749,8761,8770,8779,8791,8795,8799,8811,8823,8832,8841,8853,8857,8865,8869,8874,8879,8883,8888,8909,8933,8937,8944,8972,8995,9017],{"__ignoreMap":5398},[5403,8137,8138,8141,8145,8147,8150,8152,8155],{"class":5405,"line":5406},[5403,8139,8140],{"class":5607},"class",[5403,8142,8144],{"class":8143},"sN1BT"," CIFAR10Classifier",[5403,8146,5604],{"class":5413},[5403,8148,8149],{"class":8143},"nn",[5403,8151,6728],{"class":5413},[5403,8153,8154],{"class":8143},"Module",[5403,8156,6195],{"class":5413},[5403,8158,8159],{"class":5405,"line":5417},[5403,8160,8161],{"class":5551},"    \"\"\"\n",[5403,8163,8164],{"class":5405,"line":5431},[5403,8165,8166],{"class":5551},"    Глибока CNN для CIFAR-10 з Batch Normalization.\n",[5403,8168,8169],{"class":5405,"line":5444},[5403,8170,6383],{"class":5551},[5403,8172,8173],{"class":5405,"line":5458},[5403,8174,8175],{"class":5551},"    Архітектура:\n",[5403,8177,8178],{"class":5405,"line":5466},[5403,8179,8180],{"class":5551},"        - 3 згорткових блоки (Conv → BN → ReLU → MaxPool)\n",[5403,8182,8183],{"class":5405,"line":5479},[5403,8184,8185],{"class":5551},"        - 2 повнозв'язних шари з Dropout\n",[5403,8187,8188],{"class":5405,"line":5492},[5403,8189,8190],{"class":5551},"        - ~3 мільйони параметрів\n",[5403,8192,8193],{"class":5405,"line":5505},[5403,8194,8161],{"class":5551},[5403,8196,8197],{"class":5405,"line":5518},[5403,8198,6383],{"class":5413},[5403,8200,8201,8204,8207,8209,8212,8214,8217,8219,8221],{"class":5405,"line":5531},[5403,8202,8203],{"class":5607},"    def",[5403,8205,8206],{"class":5600}," __init__",[5403,8208,5604],{"class":5413},[5403,8210,8211],{"class":5803},"self",[5403,8213,5725],{"class":5413},[5403,8215,8216],{"class":5803},"num_classes",[5403,8218,5807],{"class":5413},[5403,8220,6123],{"class":5576},[5403,8222,6195],{"class":5413},[5403,8224,8225,8228,8231,8233,8236,8239],{"class":5405,"line":5538},[5403,8226,8227],{"class":8143},"        super",[5403,8229,8230],{"class":5413},"(CIFAR10Classifier, ",[5403,8232,8211],{"class":5607},[5403,8234,8235],{"class":5413},").",[5403,8237,8238],{"class":5600},"__init__",[5403,8240,8241],{"class":5413},"()\n",[5403,8243,8244],{"class":5405,"line":5545},[5403,8245,8246],{"class":5413},"        \n",[5403,8248,8249],{"class":5405,"line":5570},[5403,8250,8251],{"class":5541},"        # Блок 1: 3 → 64 канали\n",[5403,8253,8254,8257,8260,8262,8264,8267,8269,8272,8274,8276,8278,8280,8282,8284],{"class":5405,"line":5582},[5403,8255,8256],{"class":5607},"        self",[5403,8258,8259],{"class":5413},".conv1 = nn.Conv2d(",[5403,8261,6158],{"class":5576},[5403,8263,5725],{"class":5413},[5403,8265,8266],{"class":5576},"64",[5403,8268,5725],{"class":5413},[5403,8270,8271],{"class":5803},"kernel_size",[5403,8273,5807],{"class":5413},[5403,8275,6158],{"class":5576},[5403,8277,5725],{"class":5413},[5403,8279,6912],{"class":5803},[5403,8281,5807],{"class":5413},[5403,8283,5391],{"class":5576},[5403,8285,5567],{"class":5413},[5403,8287,8288,8290,8293,8295],{"class":5405,"line":5592},[5403,8289,8256],{"class":5607},[5403,8291,8292],{"class":5413},".bn1 = nn.BatchNorm2d(",[5403,8294,8266],{"class":5576},[5403,8296,5567],{"class":5413},[5403,8298,8299,8301,8304,8307,8309,8311],{"class":5405,"line":5597},[5403,8300,8256],{"class":5607},[5403,8302,8303],{"class":5413},".relu1 = nn.ReLU(",[5403,8305,8306],{"class":5803},"inplace",[5403,8308,5807],{"class":5413},[5403,8310,5823],{"class":5607},[5403,8312,5567],{"class":5413},[5403,8314,8315,8317,8320,8322,8324,8326,8328,8331,8333,8335,8338],{"class":5405,"line":5847},[5403,8316,8256],{"class":5607},[5403,8318,8319],{"class":5413},".pool1 = nn.MaxPool2d(",[5403,8321,8271],{"class":5803},[5403,8323,5807],{"class":5413},[5403,8325,5699],{"class":5576},[5403,8327,5725],{"class":5413},[5403,8329,8330],{"class":5803},"stride",[5403,8332,5807],{"class":5413},[5403,8334,5699],{"class":5576},[5403,8336,8337],{"class":5413},")  ",[5403,8339,8340],{"class":5541},"# 32×32 → 16×16\n",[5403,8342,8343],{"class":5405,"line":5852},[5403,8344,8246],{"class":5413},[5403,8346,8347],{"class":5405,"line":5857},[5403,8348,8349],{"class":5541},"        # Блок 2: 64 → 128 каналів\n",[5403,8351,8352,8354,8357,8359,8361,8364,8366,8368,8370,8372,8374,8376,8378,8380],{"class":5405,"line":5863},[5403,8353,8256],{"class":5607},[5403,8355,8356],{"class":5413},".conv2 = nn.Conv2d(",[5403,8358,8266],{"class":5576},[5403,8360,5725],{"class":5413},[5403,8362,8363],{"class":5576},"128",[5403,8365,5725],{"class":5413},[5403,8367,8271],{"class":5803},[5403,8369,5807],{"class":5413},[5403,8371,6158],{"class":5576},[5403,8373,5725],{"class":5413},[5403,8375,6912],{"class":5803},[5403,8377,5807],{"class":5413},[5403,8379,5391],{"class":5576},[5403,8381,5567],{"class":5413},[5403,8383,8384,8386,8389,8391],{"class":5405,"line":5874},[5403,8385,8256],{"class":5607},[5403,8387,8388],{"class":5413},".bn2 = nn.BatchNorm2d(",[5403,8390,8363],{"class":5576},[5403,8392,5567],{"class":5413},[5403,8394,8395,8397,8400,8402,8404,8406],{"class":5405,"line":5886},[5403,8396,8256],{"class":5607},[5403,8398,8399],{"class":5413},".relu2 = nn.ReLU(",[5403,8401,8306],{"class":5803},[5403,8403,5807],{"class":5413},[5403,8405,5823],{"class":5607},[5403,8407,5567],{"class":5413},[5403,8409,8410,8412,8415,8417,8419,8421,8423,8425,8427,8429,8431],{"class":5405,"line":5897},[5403,8411,8256],{"class":5607},[5403,8413,8414],{"class":5413},".pool2 = nn.MaxPool2d(",[5403,8416,8271],{"class":5803},[5403,8418,5807],{"class":5413},[5403,8420,5699],{"class":5576},[5403,8422,5725],{"class":5413},[5403,8424,8330],{"class":5803},[5403,8426,5807],{"class":5413},[5403,8428,5699],{"class":5576},[5403,8430,8337],{"class":5413},[5403,8432,8433],{"class":5541},"# 16×16 → 8×8\n",[5403,8435,8436],{"class":5405,"line":5904},[5403,8437,8246],{"class":5413},[5403,8439,8440],{"class":5405,"line":5909},[5403,8441,8442],{"class":5541},"        # Блок 3: 128 → 256 каналів\n",[5403,8444,8445,8447,8450,8452,8454,8457,8459,8461,8463,8465,8467,8469,8471,8473],{"class":5405,"line":5914},[5403,8446,8256],{"class":5607},[5403,8448,8449],{"class":5413},".conv3 = nn.Conv2d(",[5403,8451,8363],{"class":5576},[5403,8453,5725],{"class":5413},[5403,8455,8456],{"class":5576},"256",[5403,8458,5725],{"class":5413},[5403,8460,8271],{"class":5803},[5403,8462,5807],{"class":5413},[5403,8464,6158],{"class":5576},[5403,8466,5725],{"class":5413},[5403,8468,6912],{"class":5803},[5403,8470,5807],{"class":5413},[5403,8472,5391],{"class":5576},[5403,8474,5567],{"class":5413},[5403,8476,8477,8479,8482,8484],{"class":5405,"line":5920},[5403,8478,8256],{"class":5607},[5403,8480,8481],{"class":5413},".bn3 = nn.BatchNorm2d(",[5403,8483,8456],{"class":5576},[5403,8485,5567],{"class":5413},[5403,8487,8488,8490,8493,8495,8497,8499],{"class":5405,"line":5951},[5403,8489,8256],{"class":5607},[5403,8491,8492],{"class":5413},".relu3 = nn.ReLU(",[5403,8494,8306],{"class":5803},[5403,8496,5807],{"class":5413},[5403,8498,5823],{"class":5607},[5403,8500,5567],{"class":5413},[5403,8502,8503,8505,8508,8510,8512,8514,8516,8518,8520,8522,8524],{"class":5405,"line":5980},[5403,8504,8256],{"class":5607},[5403,8506,8507],{"class":5413},".pool3 = nn.MaxPool2d(",[5403,8509,8271],{"class":5803},[5403,8511,5807],{"class":5413},[5403,8513,5699],{"class":5576},[5403,8515,5725],{"class":5413},[5403,8517,8330],{"class":5803},[5403,8519,5807],{"class":5413},[5403,8521,5699],{"class":5576},[5403,8523,8337],{"class":5413},[5403,8525,8526],{"class":5541},"# 8×8 → 4×4\n",[5403,8528,8529],{"class":5405,"line":5985},[5403,8530,8246],{"class":5413},[5403,8532,8533],{"class":5405,"line":6011},[5403,8534,8535],{"class":5541},"        # Класифікатор\n",[5403,8537,8538,8540],{"class":5405,"line":6036},[5403,8539,8256],{"class":5607},[5403,8541,8542],{"class":5413},".flatten = nn.Flatten()\n",[5403,8544,8545,8547,8550,8552,8555,8557,8559,8561,8563,8566,8568],{"class":5405,"line":6534},[5403,8546,8256],{"class":5607},[5403,8548,8549],{"class":5413},".fc1 = nn.Linear(",[5403,8551,6866],{"class":5576},[5403,8553,8554],{"class":5413}," * ",[5403,8556,6866],{"class":5576},[5403,8558,8554],{"class":5413},[5403,8560,8456],{"class":5576},[5403,8562,5725],{"class":5413},[5403,8564,8565],{"class":5576},"512",[5403,8567,8337],{"class":5413},[5403,8569,8570],{"class":5541},"# 4096 → 512\n",[5403,8572,8573,8575,8578,8580,8582,8584],{"class":5405,"line":6562},[5403,8574,8256],{"class":5607},[5403,8576,8577],{"class":5413},".relu4 = nn.ReLU(",[5403,8579,8306],{"class":5803},[5403,8581,5807],{"class":5413},[5403,8583,5823],{"class":5607},[5403,8585,5567],{"class":5413},[5403,8587,8588,8590,8593,8595,8597,8599],{"class":5405,"line":6588},[5403,8589,8256],{"class":5607},[5403,8591,8592],{"class":5413},".dropout = nn.Dropout(",[5403,8594,5191],{"class":5803},[5403,8596,5807],{"class":5413},[5403,8598,6894],{"class":5576},[5403,8600,5567],{"class":5413},[5403,8602,8603,8605,8608,8610,8613],{"class":5405,"line":6614},[5403,8604,8256],{"class":5607},[5403,8606,8607],{"class":5413},".fc2 = nn.Linear(",[5403,8609,8565],{"class":5576},[5403,8611,8612],{"class":5413},", num_classes)  ",[5403,8614,8615],{"class":5541},"# 512 → 10\n",[5403,8617,8618],{"class":5405,"line":7390},[5403,8619,6383],{"class":5413},[5403,8621,8622,8624,8627,8629,8631,8633,8636],{"class":5405,"line":7395},[5403,8623,8203],{"class":5607},[5403,8625,8626],{"class":5600}," forward",[5403,8628,5604],{"class":5413},[5403,8630,8211],{"class":5803},[5403,8632,5725],{"class":5413},[5403,8634,8635],{"class":5803},"x",[5403,8637,6195],{"class":5413},[5403,8639,8640],{"class":5405,"line":7401},[5403,8641,8642],{"class":5541},"        # Блок 1\n",[5403,8644,8645,8648,8650,8653],{"class":5405,"line":7433},[5403,8646,8647],{"class":5413},"        x = ",[5403,8649,8211],{"class":5607},[5403,8651,8652],{"class":5413},".conv1(x)       ",[5403,8654,8655],{"class":5541},"# (B, 3, 32, 32) → (B, 64, 32, 32)\n",[5403,8657,8658,8660,8662,8665],{"class":5405,"line":7443},[5403,8659,8647],{"class":5413},[5403,8661,8211],{"class":5607},[5403,8663,8664],{"class":5413},".bn1(x)         ",[5403,8666,8667],{"class":5541},"# Batch Normalization\n",[5403,8669,8670,8672,8674],{"class":5405,"line":7448},[5403,8671,8647],{"class":5413},[5403,8673,8211],{"class":5607},[5403,8675,8676],{"class":5413},".relu1(x)\n",[5403,8678,8679,8681,8683,8686],{"class":5405,"line":7453},[5403,8680,8647],{"class":5413},[5403,8682,8211],{"class":5607},[5403,8684,8685],{"class":5413},".pool1(x)       ",[5403,8687,8688],{"class":5541},"# (B, 64, 32, 32) → (B, 64, 16, 16)\n",[5403,8690,8691],{"class":5405,"line":7458},[5403,8692,8246],{"class":5413},[5403,8694,8695],{"class":5405,"line":7463},[5403,8696,8697],{"class":5541},"        # Блок 2\n",[5403,8699,8700,8702,8704,8707],{"class":5405,"line":7489},[5403,8701,8647],{"class":5413},[5403,8703,8211],{"class":5607},[5403,8705,8706],{"class":5413},".conv2(x)       ",[5403,8708,8709],{"class":5541},"# (B, 64, 16, 16) → (B, 128, 16, 16)\n",[5403,8711,8712,8714,8716],{"class":5405,"line":7505},[5403,8713,8647],{"class":5413},[5403,8715,8211],{"class":5607},[5403,8717,8718],{"class":5413},".bn2(x)\n",[5403,8720,8721,8723,8725],{"class":5405,"line":7517},[5403,8722,8647],{"class":5413},[5403,8724,8211],{"class":5607},[5403,8726,8727],{"class":5413},".relu2(x)\n",[5403,8729,8730,8732,8734,8737],{"class":5405,"line":7529},[5403,8731,8647],{"class":5413},[5403,8733,8211],{"class":5607},[5403,8735,8736],{"class":5413},".pool2(x)       ",[5403,8738,8739],{"class":5541},"# (B, 128, 16, 16) → (B, 128, 8, 8)\n",[5403,8741,8742],{"class":5405,"line":7541},[5403,8743,8246],{"class":5413},[5403,8745,8746],{"class":5405,"line":7963},[5403,8747,8748],{"class":5541},"        # Блок 3\n",[5403,8750,8751,8753,8755,8758],{"class":5405,"line":7969},[5403,8752,8647],{"class":5413},[5403,8754,8211],{"class":5607},[5403,8756,8757],{"class":5413},".conv3(x)       ",[5403,8759,8760],{"class":5541},"# (B, 128, 8, 8) → (B, 256, 8, 8)\n",[5403,8762,8763,8765,8767],{"class":5405,"line":7975},[5403,8764,8647],{"class":5413},[5403,8766,8211],{"class":5607},[5403,8768,8769],{"class":5413},".bn3(x)\n",[5403,8771,8772,8774,8776],{"class":5405,"line":7980},[5403,8773,8647],{"class":5413},[5403,8775,8211],{"class":5607},[5403,8777,8778],{"class":5413},".relu3(x)\n",[5403,8780,8781,8783,8785,8788],{"class":5405,"line":7986},[5403,8782,8647],{"class":5413},[5403,8784,8211],{"class":5607},[5403,8786,8787],{"class":5413},".pool3(x)       ",[5403,8789,8790],{"class":5541},"# (B, 256, 8, 8) → (B, 256, 4, 4)\n",[5403,8792,8793],{"class":5405,"line":7992},[5403,8794,8246],{"class":5413},[5403,8796,8797],{"class":5405,"line":7998},[5403,8798,8535],{"class":5541},[5403,8800,8801,8803,8805,8808],{"class":5405,"line":8004},[5403,8802,8647],{"class":5413},[5403,8804,8211],{"class":5607},[5403,8806,8807],{"class":5413},".flatten(x)     ",[5403,8809,8810],{"class":5541},"# (B, 256, 4, 4) → (B, 4096)\n",[5403,8812,8813,8815,8817,8820],{"class":5405,"line":8010},[5403,8814,8647],{"class":5413},[5403,8816,8211],{"class":5607},[5403,8818,8819],{"class":5413},".fc1(x)         ",[5403,8821,8822],{"class":5541},"# (B, 4096) → (B, 512)\n",[5403,8824,8825,8827,8829],{"class":5405,"line":8015},[5403,8826,8647],{"class":5413},[5403,8828,8211],{"class":5607},[5403,8830,8831],{"class":5413},".relu4(x)\n",[5403,8833,8834,8836,8838],{"class":5405,"line":8021},[5403,8835,8647],{"class":5413},[5403,8837,8211],{"class":5607},[5403,8839,8840],{"class":5413},".dropout(x)\n",[5403,8842,8843,8845,8847,8850],{"class":5405,"line":8027},[5403,8844,8647],{"class":5413},[5403,8846,8211],{"class":5607},[5403,8848,8849],{"class":5413},".fc2(x)         ",[5403,8851,8852],{"class":5541},"# (B, 512) → (B, 10)\n",[5403,8854,8855],{"class":5405,"line":8033},[5403,8856,8246],{"class":5413},[5403,8858,8859,8862],{"class":5405,"line":8039},[5403,8860,8861],{"class":5409},"        return",[5403,8863,8864],{"class":5413}," x\n",[5403,8866,8867],{"class":5405,"line":8045},[5403,8868,5535],{"emptyLinePlaceholder":5534},[5403,8870,8871],{"class":5405,"line":8050},[5403,8872,8873],{"class":5541},"# Створення моделі\n",[5403,8875,8876],{"class":5405,"line":8056},[5403,8877,8878],{"class":5413},"model = CIFAR10Classifier().to(device)\n",[5403,8880,8881],{"class":5405,"line":8062},[5403,8882,5535],{"emptyLinePlaceholder":5534},[5403,8884,8885],{"class":5405,"line":8068},[5403,8886,8887],{"class":5541},"# Підрахунок параметрів\n",[5403,8889,8890,8893,8896,8899,8901,8904,8906],{"class":5405,"line":8074},[5403,8891,8892],{"class":5413},"total_params = ",[5403,8894,8895],{"class":5600},"sum",[5403,8897,8898],{"class":5413},"(p.numel() ",[5403,8900,6362],{"class":5409},[5403,8902,8903],{"class":5413}," p ",[5403,8905,6216],{"class":5409},[5403,8907,8908],{"class":5413}," model.parameters())\n",[5403,8910,8911,8914,8916,8918,8920,8922,8924,8927,8930],{"class":5405,"line":8079},[5403,8912,8913],{"class":5413},"trainable_params = ",[5403,8915,8895],{"class":5600},[5403,8917,8898],{"class":5413},[5403,8919,6362],{"class":5409},[5403,8921,8903],{"class":5413},[5403,8923,6216],{"class":5409},[5403,8925,8926],{"class":5413}," model.parameters() ",[5403,8928,8929],{"class":5409},"if",[5403,8931,8932],{"class":5413}," p.requires_grad)\n",[5403,8934,8935],{"class":5405,"line":8084},[5403,8936,5535],{"emptyLinePlaceholder":5534},[5403,8938,8939,8941],{"class":5405,"line":8090},[5403,8940,5601],{"class":5600},[5403,8942,8943],{"class":5413},"(model)\n",[5403,8945,8946,8948,8950,8952,8954,8956,8958,8961,8963,8966,8968,8970],{"class":5405,"line":8096},[5403,8947,5601],{"class":5600},[5403,8949,5604],{"class":5413},[5403,8951,5608],{"class":5607},[5403,8953,5623],{"class":5551},[5403,8955,6517],{"class":6516},[5403,8957,5614],{"class":5607},[5403,8959,8960],{"class":5551},"'='",[5403,8962,6635],{"class":5413},[5403,8964,8965],{"class":5576},"70",[5403,8967,5620],{"class":5607},[5403,8969,5623],{"class":5551},[5403,8971,5567],{"class":5413},[5403,8973,8974,8976,8978,8980,8983,8985,8988,8991,8993],{"class":5405,"line":8102},[5403,8975,5601],{"class":5600},[5403,8977,5604],{"class":5413},[5403,8979,5608],{"class":5607},[5403,8981,8982],{"class":5551},"\"Загальна кількість параметрів: ",[5403,8984,5614],{"class":5607},[5403,8986,8987],{"class":5413},"total_params",[5403,8989,8990],{"class":5607},":,}",[5403,8992,5623],{"class":5551},[5403,8994,5567],{"class":5413},[5403,8996,8997,8999,9001,9003,9006,9008,9011,9013,9015],{"class":5405,"line":8108},[5403,8998,5601],{"class":5600},[5403,9000,5604],{"class":5413},[5403,9002,5608],{"class":5607},[5403,9004,9005],{"class":5551},"\"Навчаємих параметрів: ",[5403,9007,5614],{"class":5607},[5403,9009,9010],{"class":5413},"trainable_params",[5403,9012,8990],{"class":5607},[5403,9014,5623],{"class":5551},[5403,9016,5567],{"class":5413},[5403,9018,9019,9021,9023,9025,9027,9029,9031,9033,9035,9037,9039],{"class":5405,"line":8113},[5403,9020,5601],{"class":5600},[5403,9022,5604],{"class":5413},[5403,9024,5608],{"class":5607},[5403,9026,5623],{"class":5551},[5403,9028,5614],{"class":5607},[5403,9030,8960],{"class":5551},[5403,9032,6635],{"class":5413},[5403,9034,8965],{"class":5576},[5403,9036,5620],{"class":5607},[5403,9038,5623],{"class":5551},[5403,9040,5567],{"class":5413},[5627,9042,9043],{"v-slot:output":5398},[5630,9044,9045,9064],{},[5633,9046,9047],{},[5636,9048,9049,9052,9055,9058,9061],{},[5639,9050,9051],{"align":5641},"Блок архітектури",[5639,9053,9054],{"align":5641},"Тип шару",[5639,9056,9057],{"align":5641},"Конфігурація",[5639,9059,9060],{"align":5648},"Розмірність тензора",[5639,9062,9063],{"align":5648},"Кількість параметрів",[5651,9065,9066,9088,9118,9140,9166,9186,9212,9232,9254,9279,9300,9323],{},[5636,9067,9068,9073,9078,9080,9085],{},[5656,9069,9070],{"align":5641},[5195,9071,9072],{},"Вхідний шар",[5656,9074,9075],{"align":5641},[5400,9076,9077],{},"Input",[5656,9079,5240],{"align":5641},[5656,9081,9082],{"align":5648},[5400,9083,9084],{},"(128, 3, 32, 32)",[5656,9086,9087],{"align":5648},"$0$",[5636,9089,9090,9095,9107,9110,9115],{},[5656,9091,9092],{"align":5641},[5195,9093,9094],{},"Згортковий блок 1",[5656,9096,9097,9100,9101,9100,9104],{"align":5641},[5400,9098,9099],{},"Conv2d"," + ",[5400,9102,9103],{},"BatchNorm2d",[5400,9105,9106],{},"ReLU",[5656,9108,9109],{"align":5641},"64 фільтри $3 \\times 3$, pad 1",[5656,9111,9112],{"align":5648},[5400,9113,9114],{},"(128, 64, 32, 32)",[5656,9116,9117],{"align":5648},"$1,856$",[5636,9119,9120,9125,9130,9133,9138],{},[5656,9121,9122],{"align":5641},[5195,9123,9124],{},"Пулінг 1",[5656,9126,9127],{"align":5641},[5400,9128,9129],{},"MaxPool2d(2, 2)",[5656,9131,9132],{"align":5641},"Зменшення розміру $2\\times$",[5656,9134,9135],{"align":5648},[5400,9136,9137],{},"(128, 64, 16, 16)",[5656,9139,9087],{"align":5648},[5636,9141,9142,9147,9155,9158,9163],{},[5656,9143,9144],{"align":5641},[5195,9145,9146],{},"Згортковий блок 2",[5656,9148,9149,9100,9151,9100,9153],{"align":5641},[5400,9150,9099],{},[5400,9152,9103],{},[5400,9154,9106],{},[5656,9156,9157],{"align":5641},"128 фільтрів $3 \\times 3$, pad 1",[5656,9159,9160],{"align":5648},[5400,9161,9162],{},"(128, 128, 16, 16)",[5656,9164,9165],{"align":5648},"$74,112$",[5636,9167,9168,9173,9177,9179,9184],{},[5656,9169,9170],{"align":5641},[5195,9171,9172],{},"Пулінг 2",[5656,9174,9175],{"align":5641},[5400,9176,9129],{},[5656,9178,9132],{"align":5641},[5656,9180,9181],{"align":5648},[5400,9182,9183],{},"(128, 128, 8, 8)",[5656,9185,9087],{"align":5648},[5636,9187,9188,9193,9201,9204,9209],{},[5656,9189,9190],{"align":5641},[5195,9191,9192],{},"Згортковий блок 3",[5656,9194,9195,9100,9197,9100,9199],{"align":5641},[5400,9196,9099],{},[5400,9198,9103],{},[5400,9200,9106],{},[5656,9202,9203],{"align":5641},"256 фільтрів $3 \\times 3$, pad 1",[5656,9205,9206],{"align":5648},[5400,9207,9208],{},"(128, 256, 8, 8)",[5656,9210,9211],{"align":5648},"$295,680$",[5636,9213,9214,9219,9223,9225,9230],{},[5656,9215,9216],{"align":5641},[5195,9217,9218],{},"Пулінг 3",[5656,9220,9221],{"align":5641},[5400,9222,9129],{},[5656,9224,9132],{"align":5641},[5656,9226,9227],{"align":5648},[5400,9228,9229],{},"(128, 256, 4, 4)",[5656,9231,9087],{"align":5648},[5636,9233,9234,9239,9244,9247,9252],{},[5656,9235,9236],{"align":5641},[5195,9237,9238],{},"Векторизація",[5656,9240,9241],{"align":5641},[5400,9242,9243],{},"Flatten",[5656,9245,9246],{"align":5641},"$256 \\times 4 \\times 4$",[5656,9248,9249],{"align":5648},[5400,9250,9251],{},"(128, 4096)",[5656,9253,9087],{"align":5648},[5636,9255,9256,9261,9268,9271,9276],{},[5656,9257,9258],{"align":5641},[5195,9259,9260],{},"Повнозв'язний шар 1",[5656,9262,9263,9100,9266],{"align":5641},[5400,9264,9265],{},"Linear(4096, 512)",[5400,9267,9106],{},[5656,9269,9270],{"align":5641},"Прихований шар",[5656,9272,9273],{"align":5648},[5400,9274,9275],{},"(128, 512)",[5656,9277,9278],{"align":5648},"$2,097,664$",[5636,9280,9281,9286,9291,9294,9298],{},[5656,9282,9283],{"align":5641},[5195,9284,9285],{},"Регуляризація",[5656,9287,9288],{"align":5641},[5400,9289,9290],{},"Dropout(p=0.5)",[5656,9292,9293],{"align":5641},"Випадкове занулення",[5656,9295,9296],{"align":5648},[5400,9297,9275],{},[5656,9299,9087],{"align":5648},[5636,9301,9302,9307,9312,9315,9320],{},[5656,9303,9304],{"align":5641},[5195,9305,9306],{},"Класифікатор",[5656,9308,9309],{"align":5641},[5400,9310,9311],{},"Linear(512, 10)",[5656,9313,9314],{"align":5641},"10 класів виходу",[5656,9316,9317],{"align":5648},[5400,9318,9319],{},"(128, 10)",[5656,9321,9322],{"align":5648},"$5,130$",[5636,9324,9325,9329,9332,9334,9336],{},[5656,9326,9327],{"align":5641},[5195,9328,6081],{},[5656,9330,9331],{"align":5641},"—",[5656,9333,9331],{"align":5641},[5656,9335,9331],{"align":5648},[5656,9337,9338],{"align":5648},[5195,9339,9340,9343],{},[5400,9341,9342],{},"2,897,738"," параметрів",[5284,9345,9346,9351,9356,9399,9412],{},[5191,9347,9348],{},[5195,9349,9350],{},"Розрахунок параметрів:",[5191,9352,9353],{},[5195,9354,9355],{},"Згорткові шари:",[9357,9358,9359,9365,9375,9381,9387,9393],"ol",{},[5226,9360,9361,9362],{},"Conv1 (3→64, 3×3): ",[7657,9363],{"tex":9364,":inline":7660},"(3 \\times 3 \\times 3 + 1) \\times 64 = 1{,}792",[5226,9366,9367,9368,5208,9371,6724,9373,5663],{},"BatchNorm1 (64): ",[7657,9369],{"tex":9370,":inline":7660},"64 \\times 2 = 128",[7657,9372],{"tex":7674,":inline":7660},[7657,9374],{"tex":7678,":inline":7660},[5226,9376,9377,9378],{},"Conv2 (64→128, 3×3): ",[7657,9379],{"tex":9380,":inline":7660},"(3 \\times 3 \\times 64 + 1) \\times 128 = 73{,}856",[5226,9382,9383,9384],{},"BatchNorm2 (128): ",[7657,9385],{"tex":9386,":inline":7660},"128 \\times 2 = 256",[5226,9388,9389,9390],{},"Conv3 (128→256, 3×3): ",[7657,9391],{"tex":9392,":inline":7660},"(3 \\times 3 \\times 128 + 1) \\times 256 = 295{,}168",[5226,9394,9395,9396],{},"BatchNorm3 (256): ",[7657,9397],{"tex":9398,":inline":7660},"256 \\times 2 = 512",[5191,9400,9401,9404,9405,9408,9409],{},[5195,9402,9403],{},"Повнозв'язні шари:","\n7. FC1 (4096→512): ",[7657,9406],{"tex":9407,":inline":7660},"4{,}096 \\times 512 + 512 = 2{,}097{,}664","\n8. FC2 (512→10): ",[7657,9410],{"tex":9411,":inline":7660},"512 \\times 10 + 10 = 5{,}130",[5191,9413,9414,9417],{},[5195,9415,9416],{},"Разом:"," ~2.9 мільйонів параметрів (у 7 разів більше за MNIST модель).",[5374,9419],{},[5186,9421,9423],{"id":9422},"навчання-з-аугментацією-vs-без-аугментації","Навчання з аугментацією vs без аугментації",[5191,9425,9426,9427,9430,9431,9434],{},"Проведемо експеримент: навчимо дві моделі — одну ",[5195,9428,9429],{},"з аугментацією",", іншу ",[5195,9432,9433],{},"без"," — та порівняємо результати.",[5384,9436,9438,9805,10574],{"kernel":5386,"title":9437},"04_training_comparison.ipynb",[5389,9439,9441,9745],{"execution-count":9440},"6",[5393,9442,9444],{"className":5395,"code":9443,"language":5397,"meta":5398,"style":5398},"# DataLoader для тренування БЕЗ аугментації\ntrain_loader_basic = DataLoader(\n    train_dataset_basic,\n    batch_size=128,\n    shuffle=True,\n    num_workers=4,\n    pin_memory=True\n)\n\n# DataLoader для тренування З аугментацією\ntrain_dataset_augmented = datasets.CIFAR10(\n    root='.\u002Fdata',\n    train=True,\n    download=False,\n    transform=transform_augmented\n)\n\ntrain_loader_augmented = DataLoader(\n    train_dataset_augmented,\n    batch_size=128,\n    shuffle=True,\n    num_workers=4,\n    pin_memory=True\n)\n\n# Тестовий DataLoader (однаковий для обох)\ntest_loader = DataLoader(\n    test_dataset,\n    batch_size=128,\n    shuffle=False,\n    num_workers=4,\n    pin_memory=True\n)\n\nprint(f\"Батчів у тренувальному наборі: {len(train_loader_basic)}\")\nprint(f\"Батчів у тестовому наборі: {len(test_loader)}\")\nprint(f\"Розмір батчу: 128\")\n",[5400,9445,9446,9451,9456,9461,9472,9483,9494,9504,9508,9512,9517,9522,9532,9542,9552,9559,9563,9567,9572,9577,9587,9597,9607,9615,9619,9623,9628,9633,9638,9648,9658,9668,9676,9680,9684,9708,9732],{"__ignoreMap":5398},[5403,9447,9448],{"class":5405,"line":5406},[5403,9449,9450],{"class":5541},"# DataLoader для тренування БЕЗ аугментації\n",[5403,9452,9453],{"class":5405,"line":5417},[5403,9454,9455],{"class":5413},"train_loader_basic = DataLoader(\n",[5403,9457,9458],{"class":5405,"line":5431},[5403,9459,9460],{"class":5413},"    train_dataset_basic,\n",[5403,9462,9463,9466,9468,9470],{"class":5405,"line":5444},[5403,9464,9465],{"class":5803},"    batch_size",[5403,9467,5807],{"class":5413},[5403,9469,8363],{"class":5576},[5403,9471,5813],{"class":5413},[5403,9473,9474,9477,9479,9481],{"class":5405,"line":5458},[5403,9475,9476],{"class":5803},"    shuffle",[5403,9478,5807],{"class":5413},[5403,9480,5823],{"class":5607},[5403,9482,5813],{"class":5413},[5403,9484,9485,9488,9490,9492],{"class":5405,"line":5466},[5403,9486,9487],{"class":5803},"    num_workers",[5403,9489,5807],{"class":5413},[5403,9491,6866],{"class":5576},[5403,9493,5813],{"class":5413},[5403,9495,9496,9499,9501],{"class":5405,"line":5479},[5403,9497,9498],{"class":5803},"    pin_memory",[5403,9500,5807],{"class":5413},[5403,9502,9503],{"class":5607},"True\n",[5403,9505,9506],{"class":5405,"line":5492},[5403,9507,5567],{"class":5413},[5403,9509,9510],{"class":5405,"line":5505},[5403,9511,5535],{"emptyLinePlaceholder":5534},[5403,9513,9514],{"class":5405,"line":5518},[5403,9515,9516],{"class":5541},"# DataLoader для тренування З аугментацією\n",[5403,9518,9519],{"class":5405,"line":5531},[5403,9520,9521],{"class":5413},"train_dataset_augmented = datasets.CIFAR10(\n",[5403,9523,9524,9526,9528,9530],{"class":5405,"line":5538},[5403,9525,5804],{"class":5803},[5403,9527,5807],{"class":5413},[5403,9529,5810],{"class":5551},[5403,9531,5813],{"class":5413},[5403,9533,9534,9536,9538,9540],{"class":5405,"line":5545},[5403,9535,5818],{"class":5803},[5403,9537,5807],{"class":5413},[5403,9539,5823],{"class":5607},[5403,9541,5813],{"class":5413},[5403,9543,9544,9546,9548,9550],{"class":5405,"line":5570},[5403,9545,5830],{"class":5803},[5403,9547,5807],{"class":5413},[5403,9549,5881],{"class":5607},[5403,9551,5813],{"class":5413},[5403,9553,9554,9556],{"class":5405,"line":5582},[5403,9555,5841],{"class":5803},[5403,9557,9558],{"class":5413},"=transform_augmented\n",[5403,9560,9561],{"class":5405,"line":5592},[5403,9562,5567],{"class":5413},[5403,9564,9565],{"class":5405,"line":5597},[5403,9566,5535],{"emptyLinePlaceholder":5534},[5403,9568,9569],{"class":5405,"line":5847},[5403,9570,9571],{"class":5413},"train_loader_augmented = DataLoader(\n",[5403,9573,9574],{"class":5405,"line":5852},[5403,9575,9576],{"class":5413},"    train_dataset_augmented,\n",[5403,9578,9579,9581,9583,9585],{"class":5405,"line":5857},[5403,9580,9465],{"class":5803},[5403,9582,5807],{"class":5413},[5403,9584,8363],{"class":5576},[5403,9586,5813],{"class":5413},[5403,9588,9589,9591,9593,9595],{"class":5405,"line":5863},[5403,9590,9476],{"class":5803},[5403,9592,5807],{"class":5413},[5403,9594,5823],{"class":5607},[5403,9596,5813],{"class":5413},[5403,9598,9599,9601,9603,9605],{"class":5405,"line":5874},[5403,9600,9487],{"class":5803},[5403,9602,5807],{"class":5413},[5403,9604,6866],{"class":5576},[5403,9606,5813],{"class":5413},[5403,9608,9609,9611,9613],{"class":5405,"line":5886},[5403,9610,9498],{"class":5803},[5403,9612,5807],{"class":5413},[5403,9614,9503],{"class":5607},[5403,9616,9617],{"class":5405,"line":5897},[5403,9618,5567],{"class":5413},[5403,9620,9621],{"class":5405,"line":5904},[5403,9622,5535],{"emptyLinePlaceholder":5534},[5403,9624,9625],{"class":5405,"line":5909},[5403,9626,9627],{"class":5541},"# Тестовий DataLoader (однаковий для обох)\n",[5403,9629,9630],{"class":5405,"line":5914},[5403,9631,9632],{"class":5413},"test_loader = DataLoader(\n",[5403,9634,9635],{"class":5405,"line":5920},[5403,9636,9637],{"class":5413},"    test_dataset,\n",[5403,9639,9640,9642,9644,9646],{"class":5405,"line":5951},[5403,9641,9465],{"class":5803},[5403,9643,5807],{"class":5413},[5403,9645,8363],{"class":5576},[5403,9647,5813],{"class":5413},[5403,9649,9650,9652,9654,9656],{"class":5405,"line":5980},[5403,9651,9476],{"class":5803},[5403,9653,5807],{"class":5413},[5403,9655,5881],{"class":5607},[5403,9657,5813],{"class":5413},[5403,9659,9660,9662,9664,9666],{"class":5405,"line":5985},[5403,9661,9487],{"class":5803},[5403,9663,5807],{"class":5413},[5403,9665,6866],{"class":5576},[5403,9667,5813],{"class":5413},[5403,9669,9670,9672,9674],{"class":5405,"line":6011},[5403,9671,9498],{"class":5803},[5403,9673,5807],{"class":5413},[5403,9675,9503],{"class":5607},[5403,9677,9678],{"class":5405,"line":6036},[5403,9679,5567],{"class":5413},[5403,9681,9682],{"class":5405,"line":6534},[5403,9683,5535],{"emptyLinePlaceholder":5534},[5403,9685,9686,9688,9690,9692,9695,9697,9699,9702,9704,9706],{"class":5405,"line":6562},[5403,9687,5601],{"class":5600},[5403,9689,5604],{"class":5413},[5403,9691,5608],{"class":5607},[5403,9693,9694],{"class":5551},"\"Батчів у тренувальному наборі: ",[5403,9696,5614],{"class":5607},[5403,9698,5999],{"class":5600},[5403,9700,9701],{"class":5413},"(train_loader_basic)",[5403,9703,5620],{"class":5607},[5403,9705,5623],{"class":5551},[5403,9707,5567],{"class":5413},[5403,9709,9710,9712,9714,9716,9719,9721,9723,9726,9728,9730],{"class":5405,"line":6588},[5403,9711,5601],{"class":5600},[5403,9713,5604],{"class":5413},[5403,9715,5608],{"class":5607},[5403,9717,9718],{"class":5551},"\"Батчів у тестовому наборі: ",[5403,9720,5614],{"class":5607},[5403,9722,5999],{"class":5600},[5403,9724,9725],{"class":5413},"(test_loader)",[5403,9727,5620],{"class":5607},[5403,9729,5623],{"class":5551},[5403,9731,5567],{"class":5413},[5403,9733,9734,9736,9738,9740,9743],{"class":5405,"line":6614},[5403,9735,5601],{"class":5600},[5403,9737,5604],{"class":5413},[5403,9739,5608],{"class":5607},[5403,9741,9742],{"class":5551},"\"Розмір батчу: 128\"",[5403,9744,5567],{"class":5413},[5627,9746,9747],{"v-slot:output":5398},[5630,9748,9749,9765],{},[5633,9750,9751],{},[5636,9752,9753,9756,9759,9762],{},[5639,9754,9755],{"align":5641},"Розподіл вибірки",[5639,9757,9758],{"align":5648},"Зразків",[5639,9760,9761],{"align":5648},"Розмір батчу",[5639,9763,9764],{"align":5648},"Кількість батчів",[5651,9766,9767,9786],{},[5636,9768,9769,9774,9777,9779],{},[5656,9770,9771],{"align":5641},[5195,9772,9773],{},"Train DataLoader",[5656,9775,9776],{"align":5648},"50,000",[5656,9778,8363],{"align":5648},[5656,9780,9781],{"align":5648},[5195,9782,9783],{},[5400,9784,9785],{},"391",[5636,9787,9788,9793,9796,9798],{},[5656,9789,9790],{"align":5641},[5195,9791,9792],{},"Test DataLoader",[5656,9794,9795],{"align":5648},"10,000",[5656,9797,8363],{"align":5648},[5656,9799,9800],{"align":5648},[5195,9801,9802],{},[5400,9803,9804],{},"79",[5389,9806,9808,10558],{"execution-count":9807},"7",[5393,9809,9811],{"className":5395,"code":9810,"language":5397,"meta":5398,"style":5398},"def train_model(model, train_loader, test_loader, num_epochs=30, model_name=\"model\"):\n    \"\"\"\n    Навчання моделі та повернення історії метрик.\n    \"\"\"\n    criterion = nn.CrossEntropyLoss()\n    optimizer = optim.Adam(model.parameters(), lr=0.001, weight_decay=1e-4)\n    scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=num_epochs)\n    \n    train_losses, train_accs = [], []\n    val_losses, val_accs = [], []\n    \n    print(f\"\\n{'='*70}\")\n    print(f\"Початок навчання моделі: {model_name}\")\n    print(f\"{'='*70}\\n\")\n    \n    for epoch in range(num_epochs):\n        # Тренування\n        model.train()\n        running_loss = 0.0\n        correct = 0\n        total = 0\n        \n        for images, labels in train_loader:\n            images, labels = images.to(device), labels.to(device)\n            \n            optimizer.zero_grad()\n            outputs = model(images)\n            loss = criterion(outputs, labels)\n            loss.backward()\n            optimizer.step()\n            \n            running_loss += loss.item()\n            _, predicted = torch.max(outputs, 1)\n            total += labels.size(0)\n            correct += (predicted == labels).sum().item()\n        \n        train_loss = running_loss \u002F len(train_loader)\n        train_acc = 100 * correct \u002F total\n        train_losses.append(train_loss)\n        train_accs.append(train_acc)\n        \n        # Валідація\n        model.eval()\n        val_loss = 0.0\n        correct = 0\n        total = 0\n        \n        with torch.no_grad():\n            for images, labels in test_loader:\n                images, labels = images.to(device), labels.to(device)\n                outputs = model(images)\n                loss = criterion(outputs, labels)\n                \n                val_loss += loss.item()\n                _, predicted = torch.max(outputs, 1)\n                total += labels.size(0)\n                correct += (predicted == labels).sum().item()\n        \n        val_loss \u002F= len(test_loader)\n        val_acc = 100 * correct \u002F total\n        val_losses.append(val_loss)\n        val_accs.append(val_acc)\n        \n        scheduler.step()\n        \n        # Логування кожні 5 епох\n        if (epoch + 1) % 5 == 0:\n            print(f\"Епоха [{epoch+1}\u002F{num_epochs}] \"\n                  f\"Train Loss: {train_loss:.4f} | Train Acc: {train_acc:.2f}% | \"\n                  f\"Val Loss: {val_loss:.4f} | Val Acc: {val_acc:.2f}% | \"\n                  f\"LR: {optimizer.param_groups[0]['lr']:.6f}\")\n    \n    print(f\"\\n✅ Навчання завершено! Фінальна Val Accuracy: {val_accs[-1]:.2f}%\\n\")\n    \n    return {\n        'train_losses': train_losses,\n        'train_accs': train_accs,\n        'val_losses': val_losses,\n        'val_accs': val_accs\n    }\n",[5400,9812,9813,9857,9861,9866,9870,9875,9900,9911,9915,9920,9925,9929,9956,9977,10003,10007,10022,10027,10032,10040,10048,10055,10059,10072,10077,10082,10087,10092,10097,10102,10107,10111,10116,10125,10134,10139,10143,10153,10163,10168,10173,10177,10182,10187,10194,10200,10206,10210,10218,10230,10235,10240,10245,10250,10255,10264,10273,10278,10282,10292,10301,10306,10311,10315,10320,10324,10329,10352,10385,10415,10441,10470,10474,10509,10513,10520,10528,10536,10544,10552],{"__ignoreMap":5398},[5403,9814,9815,9817,9820,9822,9825,9827,9830,9832,9835,9837,9840,9842,9845,9847,9850,9852,9855],{"class":5405,"line":5406},[5403,9816,6174],{"class":5607},[5403,9818,9819],{"class":5600}," train_model",[5403,9821,5604],{"class":5413},[5403,9823,9824],{"class":5803},"model",[5403,9826,5725],{"class":5413},[5403,9828,9829],{"class":5803},"train_loader",[5403,9831,5725],{"class":5413},[5403,9833,9834],{"class":5803},"test_loader",[5403,9836,5725],{"class":5413},[5403,9838,9839],{"class":5803},"num_epochs",[5403,9841,5807],{"class":5413},[5403,9843,9844],{"class":5576},"30",[5403,9846,5725],{"class":5413},[5403,9848,9849],{"class":5803},"model_name",[5403,9851,5807],{"class":5413},[5403,9853,9854],{"class":5551},"\"model\"",[5403,9856,6195],{"class":5413},[5403,9858,9859],{"class":5405,"line":5417},[5403,9860,8161],{"class":5551},[5403,9862,9863],{"class":5405,"line":5431},[5403,9864,9865],{"class":5551},"    Навчання моделі та повернення історії метрик.\n",[5403,9867,9868],{"class":5405,"line":5444},[5403,9869,8161],{"class":5551},[5403,9871,9872],{"class":5405,"line":5458},[5403,9873,9874],{"class":5413},"    criterion = nn.CrossEntropyLoss()\n",[5403,9876,9877,9880,9883,9885,9888,9890,9893,9895,9898],{"class":5405,"line":5466},[5403,9878,9879],{"class":5413},"    optimizer = optim.Adam(model.parameters(), ",[5403,9881,9882],{"class":5803},"lr",[5403,9884,5807],{"class":5413},[5403,9886,9887],{"class":5576},"0.001",[5403,9889,5725],{"class":5413},[5403,9891,9892],{"class":5803},"weight_decay",[5403,9894,5807],{"class":5413},[5403,9896,9897],{"class":5576},"1e-4",[5403,9899,5567],{"class":5413},[5403,9901,9902,9905,9908],{"class":5405,"line":5479},[5403,9903,9904],{"class":5413},"    scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, ",[5403,9906,9907],{"class":5803},"T_max",[5403,9909,9910],{"class":5413},"=num_epochs)\n",[5403,9912,9913],{"class":5405,"line":5492},[5403,9914,6383],{"class":5413},[5403,9916,9917],{"class":5405,"line":5505},[5403,9918,9919],{"class":5413},"    train_losses, train_accs = [], []\n",[5403,9921,9922],{"class":5405,"line":5518},[5403,9923,9924],{"class":5413},"    val_losses, val_accs = [], []\n",[5403,9926,9927],{"class":5405,"line":5531},[5403,9928,6383],{"class":5413},[5403,9930,9931,9934,9936,9938,9940,9942,9944,9946,9948,9950,9952,9954],{"class":5405,"line":5538},[5403,9932,9933],{"class":5600},"    print",[5403,9935,5604],{"class":5413},[5403,9937,5608],{"class":5607},[5403,9939,5623],{"class":5551},[5403,9941,6517],{"class":6516},[5403,9943,5614],{"class":5607},[5403,9945,8960],{"class":5551},[5403,9947,6635],{"class":5413},[5403,9949,8965],{"class":5576},[5403,9951,5620],{"class":5607},[5403,9953,5623],{"class":5551},[5403,9955,5567],{"class":5413},[5403,9957,9958,9960,9962,9964,9967,9969,9971,9973,9975],{"class":5405,"line":5545},[5403,9959,9933],{"class":5600},[5403,9961,5604],{"class":5413},[5403,9963,5608],{"class":5607},[5403,9965,9966],{"class":5551},"\"Початок навчання моделі: ",[5403,9968,5614],{"class":5607},[5403,9970,9849],{"class":5413},[5403,9972,5620],{"class":5607},[5403,9974,5623],{"class":5551},[5403,9976,5567],{"class":5413},[5403,9978,9979,9981,9983,9985,9987,9989,9991,9993,9995,9997,9999,10001],{"class":5405,"line":5570},[5403,9980,9933],{"class":5600},[5403,9982,5604],{"class":5413},[5403,9984,5608],{"class":5607},[5403,9986,5623],{"class":5551},[5403,9988,5614],{"class":5607},[5403,9990,8960],{"class":5551},[5403,9992,6635],{"class":5413},[5403,9994,8965],{"class":5576},[5403,9996,5620],{"class":5607},[5403,9998,6517],{"class":6516},[5403,10000,5623],{"class":5551},[5403,10002,5567],{"class":5413},[5403,10004,10005],{"class":5405,"line":5582},[5403,10006,6383],{"class":5413},[5403,10008,10009,10011,10014,10016,10019],{"class":5405,"line":5592},[5403,10010,6210],{"class":5409},[5403,10012,10013],{"class":5413}," epoch ",[5403,10015,6216],{"class":5409},[5403,10017,10018],{"class":5600}," range",[5403,10020,10021],{"class":5413},"(num_epochs):\n",[5403,10023,10024],{"class":5405,"line":5597},[5403,10025,10026],{"class":5541},"        # Тренування\n",[5403,10028,10029],{"class":5405,"line":5847},[5403,10030,10031],{"class":5413},"        model.train()\n",[5403,10033,10034,10037],{"class":5405,"line":5852},[5403,10035,10036],{"class":5413},"        running_loss = ",[5403,10038,10039],{"class":5576},"0.0\n",[5403,10041,10042,10045],{"class":5405,"line":5857},[5403,10043,10044],{"class":5413},"        correct = ",[5403,10046,10047],{"class":5576},"0\n",[5403,10049,10050,10053],{"class":5405,"line":5863},[5403,10051,10052],{"class":5413},"        total = ",[5403,10054,10047],{"class":5576},[5403,10056,10057],{"class":5405,"line":5874},[5403,10058,8246],{"class":5413},[5403,10060,10061,10064,10067,10069],{"class":5405,"line":5886},[5403,10062,10063],{"class":5409},"        for",[5403,10065,10066],{"class":5413}," images, labels ",[5403,10068,6216],{"class":5409},[5403,10070,10071],{"class":5413}," train_loader:\n",[5403,10073,10074],{"class":5405,"line":5897},[5403,10075,10076],{"class":5413},"            images, labels = images.to(device), labels.to(device)\n",[5403,10078,10079],{"class":5405,"line":5904},[5403,10080,10081],{"class":5413},"            \n",[5403,10083,10084],{"class":5405,"line":5909},[5403,10085,10086],{"class":5413},"            optimizer.zero_grad()\n",[5403,10088,10089],{"class":5405,"line":5914},[5403,10090,10091],{"class":5413},"            outputs = model(images)\n",[5403,10093,10094],{"class":5405,"line":5920},[5403,10095,10096],{"class":5413},"            loss = criterion(outputs, labels)\n",[5403,10098,10099],{"class":5405,"line":5951},[5403,10100,10101],{"class":5413},"            loss.backward()\n",[5403,10103,10104],{"class":5405,"line":5980},[5403,10105,10106],{"class":5413},"            optimizer.step()\n",[5403,10108,10109],{"class":5405,"line":5985},[5403,10110,10081],{"class":5413},[5403,10112,10113],{"class":5405,"line":6011},[5403,10114,10115],{"class":5413},"            running_loss += loss.item()\n",[5403,10117,10118,10121,10123],{"class":5405,"line":6036},[5403,10119,10120],{"class":5413},"            _, predicted = torch.max(outputs, ",[5403,10122,5391],{"class":5576},[5403,10124,5567],{"class":5413},[5403,10126,10127,10130,10132],{"class":5405,"line":6534},[5403,10128,10129],{"class":5413},"            total += labels.size(",[5403,10131,6238],{"class":5576},[5403,10133,5567],{"class":5413},[5403,10135,10136],{"class":5405,"line":6562},[5403,10137,10138],{"class":5413},"            correct += (predicted == labels).sum().item()\n",[5403,10140,10141],{"class":5405,"line":6588},[5403,10142,8246],{"class":5413},[5403,10144,10145,10148,10150],{"class":5405,"line":6614},[5403,10146,10147],{"class":5413},"        train_loss = running_loss \u002F ",[5403,10149,5999],{"class":5600},[5403,10151,10152],{"class":5413},"(train_loader)\n",[5403,10154,10155,10158,10160],{"class":5405,"line":7390},[5403,10156,10157],{"class":5413},"        train_acc = ",[5403,10159,7120],{"class":5576},[5403,10161,10162],{"class":5413}," * correct \u002F total\n",[5403,10164,10165],{"class":5405,"line":7395},[5403,10166,10167],{"class":5413},"        train_losses.append(train_loss)\n",[5403,10169,10170],{"class":5405,"line":7401},[5403,10171,10172],{"class":5413},"        train_accs.append(train_acc)\n",[5403,10174,10175],{"class":5405,"line":7433},[5403,10176,8246],{"class":5413},[5403,10178,10179],{"class":5405,"line":7443},[5403,10180,10181],{"class":5541},"        # Валідація\n",[5403,10183,10184],{"class":5405,"line":7448},[5403,10185,10186],{"class":5413},"        model.eval()\n",[5403,10188,10189,10192],{"class":5405,"line":7453},[5403,10190,10191],{"class":5413},"        val_loss = ",[5403,10193,10039],{"class":5576},[5403,10195,10196,10198],{"class":5405,"line":7458},[5403,10197,10044],{"class":5413},[5403,10199,10047],{"class":5576},[5403,10201,10202,10204],{"class":5405,"line":7463},[5403,10203,10052],{"class":5413},[5403,10205,10047],{"class":5576},[5403,10207,10208],{"class":5405,"line":7489},[5403,10209,8246],{"class":5413},[5403,10211,10212,10215],{"class":5405,"line":7505},[5403,10213,10214],{"class":5409},"        with",[5403,10216,10217],{"class":5413}," torch.no_grad():\n",[5403,10219,10220,10223,10225,10227],{"class":5405,"line":7517},[5403,10221,10222],{"class":5409},"            for",[5403,10224,10066],{"class":5413},[5403,10226,6216],{"class":5409},[5403,10228,10229],{"class":5413}," test_loader:\n",[5403,10231,10232],{"class":5405,"line":7529},[5403,10233,10234],{"class":5413},"                images, labels = images.to(device), labels.to(device)\n",[5403,10236,10237],{"class":5405,"line":7541},[5403,10238,10239],{"class":5413},"                outputs = model(images)\n",[5403,10241,10242],{"class":5405,"line":7963},[5403,10243,10244],{"class":5413},"                loss = criterion(outputs, labels)\n",[5403,10246,10247],{"class":5405,"line":7969},[5403,10248,10249],{"class":5413},"                \n",[5403,10251,10252],{"class":5405,"line":7975},[5403,10253,10254],{"class":5413},"                val_loss += loss.item()\n",[5403,10256,10257,10260,10262],{"class":5405,"line":7980},[5403,10258,10259],{"class":5413},"                _, predicted = torch.max(outputs, ",[5403,10261,5391],{"class":5576},[5403,10263,5567],{"class":5413},[5403,10265,10266,10269,10271],{"class":5405,"line":7986},[5403,10267,10268],{"class":5413},"                total += labels.size(",[5403,10270,6238],{"class":5576},[5403,10272,5567],{"class":5413},[5403,10274,10275],{"class":5405,"line":7992},[5403,10276,10277],{"class":5413},"                correct += (predicted == labels).sum().item()\n",[5403,10279,10280],{"class":5405,"line":7998},[5403,10281,8246],{"class":5413},[5403,10283,10284,10287,10289],{"class":5405,"line":8004},[5403,10285,10286],{"class":5413},"        val_loss \u002F= ",[5403,10288,5999],{"class":5600},[5403,10290,10291],{"class":5413},"(test_loader)\n",[5403,10293,10294,10297,10299],{"class":5405,"line":8010},[5403,10295,10296],{"class":5413},"        val_acc = ",[5403,10298,7120],{"class":5576},[5403,10300,10162],{"class":5413},[5403,10302,10303],{"class":5405,"line":8015},[5403,10304,10305],{"class":5413},"        val_losses.append(val_loss)\n",[5403,10307,10308],{"class":5405,"line":8021},[5403,10309,10310],{"class":5413},"        val_accs.append(val_acc)\n",[5403,10312,10313],{"class":5405,"line":8027},[5403,10314,8246],{"class":5413},[5403,10316,10317],{"class":5405,"line":8033},[5403,10318,10319],{"class":5413},"        scheduler.step()\n",[5403,10321,10322],{"class":5405,"line":8039},[5403,10323,8246],{"class":5413},[5403,10325,10326],{"class":5405,"line":8045},[5403,10327,10328],{"class":5541},"        # Логування кожні 5 епох\n",[5403,10330,10331,10334,10337,10339,10342,10344,10347,10349],{"class":5405,"line":8050},[5403,10332,10333],{"class":5409},"        if",[5403,10335,10336],{"class":5413}," (epoch + ",[5403,10338,5391],{"class":5576},[5403,10340,10341],{"class":5413},") % ",[5403,10343,6280],{"class":5576},[5403,10345,10346],{"class":5413}," == ",[5403,10348,6238],{"class":5576},[5403,10350,10351],{"class":5413},":\n",[5403,10353,10354,10357,10359,10361,10364,10366,10369,10371,10373,10376,10378,10380,10382],{"class":5405,"line":8056},[5403,10355,10356],{"class":5600},"            print",[5403,10358,5604],{"class":5413},[5403,10360,5608],{"class":5607},[5403,10362,10363],{"class":5551},"\"Епоха [",[5403,10365,5614],{"class":5607},[5403,10367,10368],{"class":5413},"epoch+",[5403,10370,5391],{"class":5576},[5403,10372,5620],{"class":5607},[5403,10374,10375],{"class":5551},"\u002F",[5403,10377,5614],{"class":5607},[5403,10379,9839],{"class":5413},[5403,10381,5620],{"class":5607},[5403,10383,10384],{"class":5551},"] \"\n",[5403,10386,10387,10390,10393,10395,10398,10401,10404,10406,10409,10412],{"class":5405,"line":8062},[5403,10388,10389],{"class":5607},"                  f",[5403,10391,10392],{"class":5551},"\"Train Loss: ",[5403,10394,5614],{"class":5607},[5403,10396,10397],{"class":5413},"train_loss",[5403,10399,10400],{"class":5607},":.4f}",[5403,10402,10403],{"class":5551}," | Train Acc: ",[5403,10405,5614],{"class":5607},[5403,10407,10408],{"class":5413},"train_acc",[5403,10410,10411],{"class":5607},":.2f}",[5403,10413,10414],{"class":5551},"% | \"\n",[5403,10416,10417,10419,10422,10424,10427,10429,10432,10434,10437,10439],{"class":5405,"line":8068},[5403,10418,10389],{"class":5607},[5403,10420,10421],{"class":5551},"\"Val Loss: ",[5403,10423,5614],{"class":5607},[5403,10425,10426],{"class":5413},"val_loss",[5403,10428,10400],{"class":5607},[5403,10430,10431],{"class":5551}," | Val Acc: ",[5403,10433,5614],{"class":5607},[5403,10435,10436],{"class":5413},"val_acc",[5403,10438,10411],{"class":5607},[5403,10440,10414],{"class":5551},[5403,10442,10443,10445,10448,10450,10453,10455,10458,10461,10463,10466,10468],{"class":5405,"line":8074},[5403,10444,10389],{"class":5607},[5403,10446,10447],{"class":5551},"\"LR: ",[5403,10449,5614],{"class":5607},[5403,10451,10452],{"class":5413},"optimizer.param_groups[",[5403,10454,6238],{"class":5576},[5403,10456,10457],{"class":5413},"][",[5403,10459,10460],{"class":5551},"'lr'",[5403,10462,6553],{"class":5413},[5403,10464,10465],{"class":5607},":.6f}",[5403,10467,5623],{"class":5551},[5403,10469,5567],{"class":5413},[5403,10471,10472],{"class":5405,"line":8079},[5403,10473,6383],{"class":5413},[5403,10475,10476,10478,10480,10482,10484,10486,10489,10491,10494,10496,10498,10500,10503,10505,10507],{"class":5405,"line":8084},[5403,10477,9933],{"class":5600},[5403,10479,5604],{"class":5413},[5403,10481,5608],{"class":5607},[5403,10483,5623],{"class":5551},[5403,10485,6517],{"class":6516},[5403,10487,10488],{"class":5551},"✅ Навчання завершено! Фінальна Val Accuracy: ",[5403,10490,5614],{"class":5607},[5403,10492,10493],{"class":5413},"val_accs[-",[5403,10495,5391],{"class":5576},[5403,10497,6553],{"class":5413},[5403,10499,10411],{"class":5607},[5403,10501,10502],{"class":5551},"%",[5403,10504,6517],{"class":6516},[5403,10506,5623],{"class":5551},[5403,10508,5567],{"class":5413},[5403,10510,10511],{"class":5405,"line":8090},[5403,10512,6383],{"class":5413},[5403,10514,10515,10517],{"class":5405,"line":8096},[5403,10516,6232],{"class":5409},[5403,10518,10519],{"class":5413}," {\n",[5403,10521,10522,10525],{"class":5405,"line":8102},[5403,10523,10524],{"class":5551},"        'train_losses'",[5403,10526,10527],{"class":5413},": train_losses,\n",[5403,10529,10530,10533],{"class":5405,"line":8108},[5403,10531,10532],{"class":5551},"        'train_accs'",[5403,10534,10535],{"class":5413},": train_accs,\n",[5403,10537,10538,10541],{"class":5405,"line":8113},[5403,10539,10540],{"class":5551},"        'val_losses'",[5403,10542,10543],{"class":5413},": val_losses,\n",[5403,10545,10546,10549],{"class":5405,"line":8118},[5403,10547,10548],{"class":5551},"        'val_accs'",[5403,10550,10551],{"class":5413},": val_accs\n",[5403,10553,10555],{"class":5405,"line":10554},80,[5403,10556,10557],{"class":5413},"    }\n",[5627,10559,10560],{"v-slot:output":5398},[10561,10562,10563],"blockquote",{},[5191,10564,10565,10566,10569,10570,10573],{},"✅ ",[5195,10567,10568],{},"Тренувальний конвеєр налаштовано:"," Підготовлено спільну функцію навчання з шедулером ",[5400,10571,10572],{},"CosineAnnealingLR"," для чесного порівняння двох підходів: базової моделі (без аугментації) та регуляризованої моделі (з RandomHorizontalFlip, RandomCrop, ColorJitter).",[5389,10575,10578,10721],{"execution-count":10576,"execution-time":10577},"8","620s",[5393,10579,10581],{"className":5395,"code":10580,"language":5397,"meta":5398,"style":5398},"# Експеримент 1: Без аугментації\nprint(\"🔴 Модель БЕЗ аугментації\")\nmodel_basic = CIFAR10Classifier().to(device)\nhistory_basic = train_model(\n    model_basic, \n    train_loader_basic, \n    test_loader, \n    num_epochs=30,\n    model_name=\"Без аугментації\"\n)\n\n# Експеримент 2: З аугментацією\nprint(\"\\n🟢 Модель З аугментацією\")\nmodel_augmented = CIFAR10Classifier().to(device)\nhistory_augmented = train_model(\n    model_augmented,\n    train_loader_augmented,\n    test_loader,\n    num_epochs=30,\n    model_name=\"З аугментацією\"\n)\n",[5400,10582,10583,10588,10599,10604,10609,10614,10619,10624,10635,10645,10649,10653,10658,10673,10678,10683,10688,10693,10698,10708,10717],{"__ignoreMap":5398},[5403,10584,10585],{"class":5405,"line":5406},[5403,10586,10587],{"class":5541},"# Експеримент 1: Без аугментації\n",[5403,10589,10590,10592,10594,10597],{"class":5405,"line":5417},[5403,10591,5601],{"class":5600},[5403,10593,5604],{"class":5413},[5403,10595,10596],{"class":5551},"\"🔴 Модель БЕЗ аугментації\"",[5403,10598,5567],{"class":5413},[5403,10600,10601],{"class":5405,"line":5431},[5403,10602,10603],{"class":5413},"model_basic = CIFAR10Classifier().to(device)\n",[5403,10605,10606],{"class":5405,"line":5444},[5403,10607,10608],{"class":5413},"history_basic = train_model(\n",[5403,10610,10611],{"class":5405,"line":5458},[5403,10612,10613],{"class":5413},"    model_basic, \n",[5403,10615,10616],{"class":5405,"line":5466},[5403,10617,10618],{"class":5413},"    train_loader_basic, \n",[5403,10620,10621],{"class":5405,"line":5479},[5403,10622,10623],{"class":5413},"    test_loader, \n",[5403,10625,10626,10629,10631,10633],{"class":5405,"line":5492},[5403,10627,10628],{"class":5803},"    num_epochs",[5403,10630,5807],{"class":5413},[5403,10632,9844],{"class":5576},[5403,10634,5813],{"class":5413},[5403,10636,10637,10640,10642],{"class":5405,"line":5505},[5403,10638,10639],{"class":5803},"    model_name",[5403,10641,5807],{"class":5413},[5403,10643,10644],{"class":5551},"\"Без аугментації\"\n",[5403,10646,10647],{"class":5405,"line":5518},[5403,10648,5567],{"class":5413},[5403,10650,10651],{"class":5405,"line":5531},[5403,10652,5535],{"emptyLinePlaceholder":5534},[5403,10654,10655],{"class":5405,"line":5538},[5403,10656,10657],{"class":5541},"# Експеримент 2: З аугментацією\n",[5403,10659,10660,10662,10664,10666,10668,10671],{"class":5405,"line":5545},[5403,10661,5601],{"class":5600},[5403,10663,5604],{"class":5413},[5403,10665,5623],{"class":5551},[5403,10667,6517],{"class":6516},[5403,10669,10670],{"class":5551},"🟢 Модель З аугментацією\"",[5403,10672,5567],{"class":5413},[5403,10674,10675],{"class":5405,"line":5570},[5403,10676,10677],{"class":5413},"model_augmented = CIFAR10Classifier().to(device)\n",[5403,10679,10680],{"class":5405,"line":5582},[5403,10681,10682],{"class":5413},"history_augmented = train_model(\n",[5403,10684,10685],{"class":5405,"line":5592},[5403,10686,10687],{"class":5413},"    model_augmented,\n",[5403,10689,10690],{"class":5405,"line":5597},[5403,10691,10692],{"class":5413},"    train_loader_augmented,\n",[5403,10694,10695],{"class":5405,"line":5847},[5403,10696,10697],{"class":5413},"    test_loader,\n",[5403,10699,10700,10702,10704,10706],{"class":5405,"line":5852},[5403,10701,10628],{"class":5803},[5403,10703,5807],{"class":5413},[5403,10705,9844],{"class":5576},[5403,10707,5813],{"class":5413},[5403,10709,10710,10712,10714],{"class":5405,"line":5857},[5403,10711,10639],{"class":5803},[5403,10713,5807],{"class":5413},[5403,10715,10716],{"class":5551},"\"З аугментацією\"\n",[5403,10718,10719],{"class":5405,"line":5863},[5403,10720,5567],{"class":5413},[5627,10722,10723,10918],{"v-slot:output":5398},[5630,10724,10725,10744],{},[5633,10726,10727],{},[5636,10728,10729,10732,10735,10738,10741],{},[5639,10730,10731],{"align":5648},"Епоха",[5639,10733,10734],{"align":5648},"Без аугментації (Train Loss \u002F Val Acc)",[5639,10736,10737],{"align":5648},"З аугментацією (Train Loss \u002F Val Acc)",[5639,10739,10740],{"align":5648},"Поточний LR",[5639,10742,10743],{"align":5641},"Динаміка перенавчання",[5651,10745,10746,10773,10800,10827,10854,10881],{},[5636,10747,10748,10753,10759,10765,10770],{},[5656,10749,10750],{"align":5648},[5195,10751,10752],{},"5 \u002F 30",[5656,10754,10755,10758],{"align":5648},[5400,10756,10757],{},"0.8421"," \u002F 68.45%",[5656,10760,10761,10764],{"align":5648},[5400,10762,10763],{},"1.2145"," \u002F 63.21%",[5656,10766,10767],{"align":5648},[5400,10768,10769],{},"0.000951",[5656,10771,10772],{"align":5641},"Базова мережа швидше запам'ятовує вибірку",[5636,10774,10775,10780,10786,10792,10797],{},[5656,10776,10777],{"align":5648},[5195,10778,10779],{},"10 \u002F 30",[5656,10781,10782,10785],{"align":5648},[5400,10783,10784],{},"0.5234"," \u002F 72.18%",[5656,10787,10788,10791],{"align":5648},[5400,10789,10790],{},"0.9823"," \u002F 70.45%",[5656,10793,10794],{"align":5648},[5400,10795,10796],{},"0.000809",[5656,10798,10799],{"align":5641},"Початок стагнації валідації без аугментації",[5636,10801,10802,10807,10813,10819,10824],{},[5656,10803,10804],{"align":5648},[5195,10805,10806],{},"15 \u002F 30",[5656,10808,10809,10812],{"align":5648},[5400,10810,10811],{},"0.3124"," \u002F 73.84%",[5656,10814,10815,10818],{"align":5648},[5400,10816,10817],{},"0.8234"," \u002F 75.67%",[5656,10820,10821],{"align":5648},[5400,10822,10823],{},"0.000588",[5656,10825,10826],{"align":5641},"Аугментована модель випереджає базову",[5636,10828,10829,10834,10840,10846,10851],{},[5656,10830,10831],{"align":5648},[5195,10832,10833],{},"20 \u002F 30",[5656,10835,10836,10839],{"align":5648},[5400,10837,10838],{},"0.1867"," \u002F 74.12%",[5656,10841,10842,10845],{"align":5648},[5400,10843,10844],{},"0.7012"," \u002F 78.92%",[5656,10847,10848],{"align":5648},[5400,10849,10850],{},"0.000309",[5656,10852,10853],{"align":5641},"Без аугментації: Val Loss зростає до 1.08",[5636,10855,10856,10861,10867,10873,10878],{},[5656,10857,10858],{"align":5648},[5195,10859,10860],{},"25 \u002F 30",[5656,10862,10863,10866],{"align":5648},[5400,10864,10865],{},"0.1021"," \u002F 73.98%",[5656,10868,10869,10872],{"align":5648},[5400,10870,10871],{},"0.6123"," \u002F 80.34%",[5656,10874,10875],{"align":5648},[5400,10876,10877],{},"0.000095",[5656,10879,10880],{"align":5641},"Явний оверфітинг базової (Train Acc 96.3%)",[5636,10882,10883,10888,10896,10907,10912],{},[5656,10884,10885],{"align":5648},[5195,10886,10887],{},"30 \u002F 30",[5656,10889,10890],{"align":5648},[5195,10891,10892,10895],{},[5400,10893,10894],{},"0.0612"," \u002F 74.05%",[5656,10897,10898],{"align":5648},[5195,10899,10900,10903,10904],{},[5400,10901,10902],{},"0.5534"," \u002F ",[5400,10905,10906],{},"81.23%",[5656,10908,10909],{"align":5648},[5400,10910,10911],{},"0.000003",[5656,10913,10914,10915],{"align":5641},"🏆 ",[5195,10916,10917],{},"+7.18% Val Accuracy завдяки аугментації",[10561,10919,10920],{},[5191,10921,10922,10923,10926],{},"⏱️ ",[5195,10924,10925],{},"Час тренування:"," ~10-12 хвилин на GPU для кожної моделі.",[6688,10928,10929,10934,10953,10972],{},[5191,10930,10931],{},[5195,10932,10933],{},"Критичне спостереження — ознаки перенавчання БЕЗ аугментації:",[5191,10935,10936,10937,10940,10941,10944,10945,10948,10949,10952],{},"Модель без аугментації досягла ",[5195,10938,10939],{},"97.89% train accuracy",", але лише ",[5195,10942,10943],{},"74.05% val accuracy"," — різниця майже ",[5195,10946,10947],{},"24%","! Це класичний приклад ",[5195,10950,10951],{},"overfitting"," (перенавчання):",[5223,10954,10955,10962,10969],{},[5226,10956,10957,10958,10961],{},"Модель ",[5195,10959,10960],{},"запам'ятала"," тренувальні зображення",[5226,10963,10964,10965,10968],{},"Val loss ",[5195,10966,10967],{},"зростає"," після епохи 10-15, хоча train loss падає",[5226,10970,10971],{},"На нових даних модель працює погано",[5191,10973,10974,10977,10978,10981,10982,10985],{},[5195,10975,10976],{},"З аугментацією:"," Train Acc (80.89%) та Val Acc (81.23%) дуже близькі — різниця \u003C1%. Модель ",[5195,10979,10980],{},"генералізує"," замість запам'ятовування. Val Accuracy на ",[5195,10983,10984],{},"7% вища","!",[5374,10987],{},[5186,10989,10991],{"id":10990},"візуалізація-порівняння-та-висновки","Візуалізація порівняння та висновки",[5191,10993,10994],{},"Побудуємо графіки для наочного порівняння двох підходів:",[5384,10996,10998],{"kernel":5386,"title":10997},"05_comparison_plots.ipynb",[5389,10999,11002,12581],{"execution-count":11000,"execution-time":11001},"9","0.45s",[5393,11003,11005],{"className":5395,"code":11004,"language":5397,"meta":5398,"style":5398},"# Порівняльні графіки\nfig, axes = plt.subplots(2, 2, figsize=(16, 12))\n\nepochs_range = range(1, 31)\n\n# Графік 1: Train Loss\naxes[0, 0].plot(epochs_range, history_basic['train_losses'], 'o-', \n                color='#ef4444', linewidth=2.5, label='Без аугментації', markersize=6)\naxes[0, 0].plot(epochs_range, history_augmented['train_losses'], 's-', \n                color='#10b981', linewidth=2.5, label='З аугментацією', markersize=6)\naxes[0, 0].set_xlabel('Епоха', fontsize=14, fontweight='bold')\naxes[0, 0].set_ylabel('Train Loss', fontsize=14, fontweight='bold')\naxes[0, 0].set_title('Порівняння Train Loss', fontsize=16, fontweight='bold')\naxes[0, 0].legend(fontsize=12)\naxes[0, 0].grid(alpha=0.3)\n\n# Графік 2: Val Loss\naxes[0, 1].plot(epochs_range, history_basic['val_losses'], 'o-', \n                color='#ef4444', linewidth=2.5, label='Без аугментації', markersize=6)\naxes[0, 1].plot(epochs_range, history_augmented['val_losses'], 's-', \n                color='#10b981', linewidth=2.5, label='З аугментацією', markersize=6)\naxes[0, 1].set_xlabel('Епоха', fontsize=14, fontweight='bold')\naxes[0, 1].set_ylabel('Val Loss', fontsize=14, fontweight='bold')\naxes[0, 1].set_title('Порівняння Val Loss', fontsize=16, fontweight='bold')\naxes[0, 1].legend(fontsize=12)\naxes[0, 1].grid(alpha=0.3)\n\n# Графік 3: Train Accuracy\naxes[1, 0].plot(epochs_range, history_basic['train_accs'], 'o-', \n                color='#ef4444', linewidth=2.5, label='Без аугментації', markersize=6)\naxes[1, 0].plot(epochs_range, history_augmented['train_accs'], 's-', \n                color='#10b981', linewidth=2.5, label='З аугментацією', markersize=6)\naxes[1, 0].set_xlabel('Епоха', fontsize=14, fontweight='bold')\naxes[1, 0].set_ylabel('Train Accuracy (%)', fontsize=14, fontweight='bold')\naxes[1, 0].set_title('Порівняння Train Accuracy', fontsize=16, fontweight='bold')\naxes[1, 0].legend(fontsize=12)\naxes[1, 0].grid(alpha=0.3)\n\n# Графік 4: Val Accuracy\naxes[1, 1].plot(epochs_range, history_basic['val_accs'], 'o-', \n                color='#ef4444', linewidth=2.5, label='Без аугментації', markersize=6)\naxes[1, 1].plot(epochs_range, history_augmented['val_accs'], 's-', \n                color='#10b981', linewidth=2.5, label='З аугментацією', markersize=6)\naxes[1, 1].set_xlabel('Епоха', fontsize=14, fontweight='bold')\naxes[1, 1].set_ylabel('Val Accuracy (%)', fontsize=14, fontweight='bold')\naxes[1, 1].set_title('Порівняння Val Accuracy ⭐', fontsize=16, fontweight='bold')\naxes[1, 1].legend(fontsize=12)\naxes[1, 1].grid(alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n\n# Підсумкова таблиця\nprint(\"\\n\" + \"=\"*80)\nprint(\" \" * 25 + \"📊 ПІДСУМКОВІ РЕЗУЛЬТАТИ\")\nprint(\"=\"*80)\nprint(f\"{'Метрика':\u003C30} {'Без аугментації':\u003C20} {'З аугментацією':\u003C20}\")\nprint(\"-\"*80)\nprint(f\"{'Train Accuracy (фінальна)':\u003C30} {history_basic['train_accs'][-1]:>18.2f}%  {history_augmented['train_accs'][-1]:>18.2f}%\")\nprint(f\"{'Val Accuracy (фінальна)':\u003C30} {history_basic['val_accs'][-1]:>18.2f}%  {history_augmented['val_accs'][-1]:>18.2f}%\")\nprint(f\"{'Найкраща Val Accuracy':\u003C30} {max(history_basic['val_accs']):>18.2f}%  {max(history_augmented['val_accs']):>18.2f}%\")\nprint(f\"{'Overfitting Gap (Train-Val)':\u003C30} {history_basic['train_accs'][-1] - history_basic['val_accs'][-1]:>18.2f}%  {history_augmented['train_accs'][-1] - history_augmented['val_accs'][-1]:>18.2f}%\")\nprint(\"=\"*80)\nprint(f\"\\n✅ Покращення від аугментації: +{max(history_augmented['val_accs']) - max(history_basic['val_accs']):.2f}% Val Accuracy\")\nprint(f\"✅ Зменшення перенавчання: з {history_basic['train_accs'][-1] - history_basic['val_accs'][-1]:.2f}% до {history_augmented['train_accs'][-1] - history_augmented['val_accs'][-1]:.2f}%\")\n",[5400,11006,11007,11012,11036,11040,11059,11063,11068,11092,11133,11155,11191,11226,11260,11293,11314,11337,11341,11346,11367,11401,11421,11455,11487,11520,11553,11573,11593,11597,11602,11623,11657,11677,11711,11743,11776,11809,11829,11849,11853,11858,11879,11913,11933,11967,11999,12032,12065,12085,12105,12109,12113,12117,12121,12126,12150,12171,12185,12221,12236,12293,12344,12395,12464,12478,12519],{"__ignoreMap":5398},[5403,11008,11009],{"class":5405,"line":5406},[5403,11010,11011],{"class":5541},"# Порівняльні графіки\n",[5403,11013,11014,11016,11018,11020,11022,11024,11026,11028,11030,11032,11034],{"class":5405,"line":5417},[5403,11015,6258],{"class":5413},[5403,11017,5699],{"class":5576},[5403,11019,5725],{"class":5413},[5403,11021,5699],{"class":5576},[5403,11023,5725],{"class":5413},[5403,11025,6269],{"class":5803},[5403,11027,6272],{"class":5413},[5403,11029,6301],{"class":5576},[5403,11031,5725],{"class":5413},[5403,11033,7030],{"class":5576},[5403,11035,6283],{"class":5413},[5403,11037,11038],{"class":5405,"line":5431},[5403,11039,5535],{"emptyLinePlaceholder":5534},[5403,11041,11042,11045,11048,11050,11052,11054,11057],{"class":5405,"line":5444},[5403,11043,11044],{"class":5413},"epochs_range = ",[5403,11046,11047],{"class":5600},"range",[5403,11049,5604],{"class":5413},[5403,11051,5391],{"class":5576},[5403,11053,5725],{"class":5413},[5403,11055,11056],{"class":5576},"31",[5403,11058,5567],{"class":5413},[5403,11060,11061],{"class":5405,"line":5458},[5403,11062,5535],{"emptyLinePlaceholder":5534},[5403,11064,11065],{"class":5405,"line":5466},[5403,11066,11067],{"class":5541},"# Графік 1: Train Loss\n",[5403,11069,11070,11072,11074,11076,11078,11081,11084,11087,11090],{"class":5405,"line":5479},[5403,11071,7140],{"class":5413},[5403,11073,6238],{"class":5576},[5403,11075,5725],{"class":5413},[5403,11077,6238],{"class":5576},[5403,11079,11080],{"class":5413},"].plot(epochs_range, history_basic[",[5403,11082,11083],{"class":5551},"'train_losses'",[5403,11085,11086],{"class":5413},"], ",[5403,11088,11089],{"class":5551},"'o-'",[5403,11091,7250],{"class":5413},[5403,11093,11094,11097,11099,11102,11104,11107,11109,11112,11114,11117,11119,11122,11124,11127,11129,11131],{"class":5405,"line":5492},[5403,11095,11096],{"class":5803},"                color",[5403,11098,5807],{"class":5413},[5403,11100,11101],{"class":5551},"'#ef4444'",[5403,11103,5725],{"class":5413},[5403,11105,11106],{"class":5803},"linewidth",[5403,11108,5807],{"class":5413},[5403,11110,11111],{"class":5576},"2.5",[5403,11113,5725],{"class":5413},[5403,11115,11116],{"class":5803},"label",[5403,11118,5807],{"class":5413},[5403,11120,11121],{"class":5551},"'Без аугментації'",[5403,11123,5725],{"class":5413},[5403,11125,11126],{"class":5803},"markersize",[5403,11128,5807],{"class":5413},[5403,11130,9440],{"class":5576},[5403,11132,5567],{"class":5413},[5403,11134,11135,11137,11139,11141,11143,11146,11148,11150,11153],{"class":5405,"line":5505},[5403,11136,7140],{"class":5413},[5403,11138,6238],{"class":5576},[5403,11140,5725],{"class":5413},[5403,11142,6238],{"class":5576},[5403,11144,11145],{"class":5413},"].plot(epochs_range, history_augmented[",[5403,11147,11083],{"class":5551},[5403,11149,11086],{"class":5413},[5403,11151,11152],{"class":5551},"'s-'",[5403,11154,7250],{"class":5413},[5403,11156,11157,11159,11161,11164,11166,11168,11170,11172,11174,11176,11178,11181,11183,11185,11187,11189],{"class":5405,"line":5518},[5403,11158,11096],{"class":5803},[5403,11160,5807],{"class":5413},[5403,11162,11163],{"class":5551},"'#10b981'",[5403,11165,5725],{"class":5413},[5403,11167,11106],{"class":5803},[5403,11169,5807],{"class":5413},[5403,11171,11111],{"class":5576},[5403,11173,5725],{"class":5413},[5403,11175,11116],{"class":5803},[5403,11177,5807],{"class":5413},[5403,11179,11180],{"class":5551},"'З аугментацією'",[5403,11182,5725],{"class":5413},[5403,11184,11126],{"class":5803},[5403,11186,5807],{"class":5413},[5403,11188,9440],{"class":5576},[5403,11190,5567],{"class":5413},[5403,11192,11193,11195,11197,11199,11201,11204,11207,11209,11211,11213,11216,11218,11220,11222,11224],{"class":5405,"line":5531},[5403,11194,7140],{"class":5413},[5403,11196,6238],{"class":5576},[5403,11198,5725],{"class":5413},[5403,11200,6238],{"class":5576},[5403,11202,11203],{"class":5413},"].set_xlabel(",[5403,11205,11206],{"class":5551},"'Епоха'",[5403,11208,5725],{"class":5413},[5403,11210,6296],{"class":5803},[5403,11212,5807],{"class":5413},[5403,11214,11215],{"class":5576},"14",[5403,11217,5725],{"class":5413},[5403,11219,6306],{"class":5803},[5403,11221,5807],{"class":5413},[5403,11223,6311],{"class":5551},[5403,11225,5567],{"class":5413},[5403,11227,11228,11230,11232,11234,11236,11239,11242,11244,11246,11248,11250,11252,11254,11256,11258],{"class":5405,"line":5538},[5403,11229,7140],{"class":5413},[5403,11231,6238],{"class":5576},[5403,11233,5725],{"class":5413},[5403,11235,6238],{"class":5576},[5403,11237,11238],{"class":5413},"].set_ylabel(",[5403,11240,11241],{"class":5551},"'Train Loss'",[5403,11243,5725],{"class":5413},[5403,11245,6296],{"class":5803},[5403,11247,5807],{"class":5413},[5403,11249,11215],{"class":5576},[5403,11251,5725],{"class":5413},[5403,11253,6306],{"class":5803},[5403,11255,5807],{"class":5413},[5403,11257,6311],{"class":5551},[5403,11259,5567],{"class":5413},[5403,11261,11262,11264,11266,11268,11270,11272,11275,11277,11279,11281,11283,11285,11287,11289,11291],{"class":5405,"line":5545},[5403,11263,7140],{"class":5413},[5403,11265,6238],{"class":5576},[5403,11267,5725],{"class":5413},[5403,11269,6238],{"class":5576},[5403,11271,7162],{"class":5413},[5403,11273,11274],{"class":5551},"'Порівняння Train Loss'",[5403,11276,5725],{"class":5413},[5403,11278,6296],{"class":5803},[5403,11280,5807],{"class":5413},[5403,11282,6301],{"class":5576},[5403,11284,5725],{"class":5413},[5403,11286,6306],{"class":5803},[5403,11288,5807],{"class":5413},[5403,11290,6311],{"class":5551},[5403,11292,5567],{"class":5413},[5403,11294,11295,11297,11299,11301,11303,11306,11308,11310,11312],{"class":5405,"line":5570},[5403,11296,7140],{"class":5413},[5403,11298,6238],{"class":5576},[5403,11300,5725],{"class":5413},[5403,11302,6238],{"class":5576},[5403,11304,11305],{"class":5413},"].legend(",[5403,11307,6296],{"class":5803},[5403,11309,5807],{"class":5413},[5403,11311,7030],{"class":5576},[5403,11313,5567],{"class":5413},[5403,11315,11316,11318,11320,11322,11324,11327,11330,11332,11335],{"class":5405,"line":5582},[5403,11317,7140],{"class":5413},[5403,11319,6238],{"class":5576},[5403,11321,5725],{"class":5413},[5403,11323,6238],{"class":5576},[5403,11325,11326],{"class":5413},"].grid(",[5403,11328,11329],{"class":5803},"alpha",[5403,11331,5807],{"class":5413},[5403,11333,11334],{"class":5576},"0.3",[5403,11336,5567],{"class":5413},[5403,11338,11339],{"class":5405,"line":5592},[5403,11340,5535],{"emptyLinePlaceholder":5534},[5403,11342,11343],{"class":5405,"line":5597},[5403,11344,11345],{"class":5541},"# Графік 2: Val Loss\n",[5403,11347,11348,11350,11352,11354,11356,11358,11361,11363,11365],{"class":5405,"line":5847},[5403,11349,7140],{"class":5413},[5403,11351,6238],{"class":5576},[5403,11353,5725],{"class":5413},[5403,11355,5391],{"class":5576},[5403,11357,11080],{"class":5413},[5403,11359,11360],{"class":5551},"'val_losses'",[5403,11362,11086],{"class":5413},[5403,11364,11089],{"class":5551},[5403,11366,7250],{"class":5413},[5403,11368,11369,11371,11373,11375,11377,11379,11381,11383,11385,11387,11389,11391,11393,11395,11397,11399],{"class":5405,"line":5852},[5403,11370,11096],{"class":5803},[5403,11372,5807],{"class":5413},[5403,11374,11101],{"class":5551},[5403,11376,5725],{"class":5413},[5403,11378,11106],{"class":5803},[5403,11380,5807],{"class":5413},[5403,11382,11111],{"class":5576},[5403,11384,5725],{"class":5413},[5403,11386,11116],{"class":5803},[5403,11388,5807],{"class":5413},[5403,11390,11121],{"class":5551},[5403,11392,5725],{"class":5413},[5403,11394,11126],{"class":5803},[5403,11396,5807],{"class":5413},[5403,11398,9440],{"class":5576},[5403,11400,5567],{"class":5413},[5403,11402,11403,11405,11407,11409,11411,11413,11415,11417,11419],{"class":5405,"line":5857},[5403,11404,7140],{"class":5413},[5403,11406,6238],{"class":5576},[5403,11408,5725],{"class":5413},[5403,11410,5391],{"class":5576},[5403,11412,11145],{"class":5413},[5403,11414,11360],{"class":5551},[5403,11416,11086],{"class":5413},[5403,11418,11152],{"class":5551},[5403,11420,7250],{"class":5413},[5403,11422,11423,11425,11427,11429,11431,11433,11435,11437,11439,11441,11443,11445,11447,11449,11451,11453],{"class":5405,"line":5863},[5403,11424,11096],{"class":5803},[5403,11426,5807],{"class":5413},[5403,11428,11163],{"class":5551},[5403,11430,5725],{"class":5413},[5403,11432,11106],{"class":5803},[5403,11434,5807],{"class":5413},[5403,11436,11111],{"class":5576},[5403,11438,5725],{"class":5413},[5403,11440,11116],{"class":5803},[5403,11442,5807],{"class":5413},[5403,11444,11180],{"class":5551},[5403,11446,5725],{"class":5413},[5403,11448,11126],{"class":5803},[5403,11450,5807],{"class":5413},[5403,11452,9440],{"class":5576},[5403,11454,5567],{"class":5413},[5403,11456,11457,11459,11461,11463,11465,11467,11469,11471,11473,11475,11477,11479,11481,11483,11485],{"class":5405,"line":5874},[5403,11458,7140],{"class":5413},[5403,11460,6238],{"class":5576},[5403,11462,5725],{"class":5413},[5403,11464,5391],{"class":5576},[5403,11466,11203],{"class":5413},[5403,11468,11206],{"class":5551},[5403,11470,5725],{"class":5413},[5403,11472,6296],{"class":5803},[5403,11474,5807],{"class":5413},[5403,11476,11215],{"class":5576},[5403,11478,5725],{"class":5413},[5403,11480,6306],{"class":5803},[5403,11482,5807],{"class":5413},[5403,11484,6311],{"class":5551},[5403,11486,5567],{"class":5413},[5403,11488,11489,11491,11493,11495,11497,11499,11502,11504,11506,11508,11510,11512,11514,11516,11518],{"class":5405,"line":5886},[5403,11490,7140],{"class":5413},[5403,11492,6238],{"class":5576},[5403,11494,5725],{"class":5413},[5403,11496,5391],{"class":5576},[5403,11498,11238],{"class":5413},[5403,11500,11501],{"class":5551},"'Val Loss'",[5403,11503,5725],{"class":5413},[5403,11505,6296],{"class":5803},[5403,11507,5807],{"class":5413},[5403,11509,11215],{"class":5576},[5403,11511,5725],{"class":5413},[5403,11513,6306],{"class":5803},[5403,11515,5807],{"class":5413},[5403,11517,6311],{"class":5551},[5403,11519,5567],{"class":5413},[5403,11521,11522,11524,11526,11528,11530,11532,11535,11537,11539,11541,11543,11545,11547,11549,11551],{"class":5405,"line":5897},[5403,11523,7140],{"class":5413},[5403,11525,6238],{"class":5576},[5403,11527,5725],{"class":5413},[5403,11529,5391],{"class":5576},[5403,11531,7162],{"class":5413},[5403,11533,11534],{"class":5551},"'Порівняння Val Loss'",[5403,11536,5725],{"class":5413},[5403,11538,6296],{"class":5803},[5403,11540,5807],{"class":5413},[5403,11542,6301],{"class":5576},[5403,11544,5725],{"class":5413},[5403,11546,6306],{"class":5803},[5403,11548,5807],{"class":5413},[5403,11550,6311],{"class":5551},[5403,11552,5567],{"class":5413},[5403,11554,11555,11557,11559,11561,11563,11565,11567,11569,11571],{"class":5405,"line":5904},[5403,11556,7140],{"class":5413},[5403,11558,6238],{"class":5576},[5403,11560,5725],{"class":5413},[5403,11562,5391],{"class":5576},[5403,11564,11305],{"class":5413},[5403,11566,6296],{"class":5803},[5403,11568,5807],{"class":5413},[5403,11570,7030],{"class":5576},[5403,11572,5567],{"class":5413},[5403,11574,11575,11577,11579,11581,11583,11585,11587,11589,11591],{"class":5405,"line":5909},[5403,11576,7140],{"class":5413},[5403,11578,6238],{"class":5576},[5403,11580,5725],{"class":5413},[5403,11582,5391],{"class":5576},[5403,11584,11326],{"class":5413},[5403,11586,11329],{"class":5803},[5403,11588,5807],{"class":5413},[5403,11590,11334],{"class":5576},[5403,11592,5567],{"class":5413},[5403,11594,11595],{"class":5405,"line":5914},[5403,11596,5535],{"emptyLinePlaceholder":5534},[5403,11598,11599],{"class":5405,"line":5920},[5403,11600,11601],{"class":5541},"# Графік 3: Train Accuracy\n",[5403,11603,11604,11606,11608,11610,11612,11614,11617,11619,11621],{"class":5405,"line":5951},[5403,11605,7140],{"class":5413},[5403,11607,5391],{"class":5576},[5403,11609,5725],{"class":5413},[5403,11611,6238],{"class":5576},[5403,11613,11080],{"class":5413},[5403,11615,11616],{"class":5551},"'train_accs'",[5403,11618,11086],{"class":5413},[5403,11620,11089],{"class":5551},[5403,11622,7250],{"class":5413},[5403,11624,11625,11627,11629,11631,11633,11635,11637,11639,11641,11643,11645,11647,11649,11651,11653,11655],{"class":5405,"line":5980},[5403,11626,11096],{"class":5803},[5403,11628,5807],{"class":5413},[5403,11630,11101],{"class":5551},[5403,11632,5725],{"class":5413},[5403,11634,11106],{"class":5803},[5403,11636,5807],{"class":5413},[5403,11638,11111],{"class":5576},[5403,11640,5725],{"class":5413},[5403,11642,11116],{"class":5803},[5403,11644,5807],{"class":5413},[5403,11646,11121],{"class":5551},[5403,11648,5725],{"class":5413},[5403,11650,11126],{"class":5803},[5403,11652,5807],{"class":5413},[5403,11654,9440],{"class":5576},[5403,11656,5567],{"class":5413},[5403,11658,11659,11661,11663,11665,11667,11669,11671,11673,11675],{"class":5405,"line":5985},[5403,11660,7140],{"class":5413},[5403,11662,5391],{"class":5576},[5403,11664,5725],{"class":5413},[5403,11666,6238],{"class":5576},[5403,11668,11145],{"class":5413},[5403,11670,11616],{"class":5551},[5403,11672,11086],{"class":5413},[5403,11674,11152],{"class":5551},[5403,11676,7250],{"class":5413},[5403,11678,11679,11681,11683,11685,11687,11689,11691,11693,11695,11697,11699,11701,11703,11705,11707,11709],{"class":5405,"line":6011},[5403,11680,11096],{"class":5803},[5403,11682,5807],{"class":5413},[5403,11684,11163],{"class":5551},[5403,11686,5725],{"class":5413},[5403,11688,11106],{"class":5803},[5403,11690,5807],{"class":5413},[5403,11692,11111],{"class":5576},[5403,11694,5725],{"class":5413},[5403,11696,11116],{"class":5803},[5403,11698,5807],{"class":5413},[5403,11700,11180],{"class":5551},[5403,11702,5725],{"class":5413},[5403,11704,11126],{"class":5803},[5403,11706,5807],{"class":5413},[5403,11708,9440],{"class":5576},[5403,11710,5567],{"class":5413},[5403,11712,11713,11715,11717,11719,11721,11723,11725,11727,11729,11731,11733,11735,11737,11739,11741],{"class":5405,"line":6036},[5403,11714,7140],{"class":5413},[5403,11716,5391],{"class":5576},[5403,11718,5725],{"class":5413},[5403,11720,6238],{"class":5576},[5403,11722,11203],{"class":5413},[5403,11724,11206],{"class":5551},[5403,11726,5725],{"class":5413},[5403,11728,6296],{"class":5803},[5403,11730,5807],{"class":5413},[5403,11732,11215],{"class":5576},[5403,11734,5725],{"class":5413},[5403,11736,6306],{"class":5803},[5403,11738,5807],{"class":5413},[5403,11740,6311],{"class":5551},[5403,11742,5567],{"class":5413},[5403,11744,11745,11747,11749,11751,11753,11755,11758,11760,11762,11764,11766,11768,11770,11772,11774],{"class":5405,"line":6534},[5403,11746,7140],{"class":5413},[5403,11748,5391],{"class":5576},[5403,11750,5725],{"class":5413},[5403,11752,6238],{"class":5576},[5403,11754,11238],{"class":5413},[5403,11756,11757],{"class":5551},"'Train Accuracy (%)'",[5403,11759,5725],{"class":5413},[5403,11761,6296],{"class":5803},[5403,11763,5807],{"class":5413},[5403,11765,11215],{"class":5576},[5403,11767,5725],{"class":5413},[5403,11769,6306],{"class":5803},[5403,11771,5807],{"class":5413},[5403,11773,6311],{"class":5551},[5403,11775,5567],{"class":5413},[5403,11777,11778,11780,11782,11784,11786,11788,11791,11793,11795,11797,11799,11801,11803,11805,11807],{"class":5405,"line":6562},[5403,11779,7140],{"class":5413},[5403,11781,5391],{"class":5576},[5403,11783,5725],{"class":5413},[5403,11785,6238],{"class":5576},[5403,11787,7162],{"class":5413},[5403,11789,11790],{"class":5551},"'Порівняння Train Accuracy'",[5403,11792,5725],{"class":5413},[5403,11794,6296],{"class":5803},[5403,11796,5807],{"class":5413},[5403,11798,6301],{"class":5576},[5403,11800,5725],{"class":5413},[5403,11802,6306],{"class":5803},[5403,11804,5807],{"class":5413},[5403,11806,6311],{"class":5551},[5403,11808,5567],{"class":5413},[5403,11810,11811,11813,11815,11817,11819,11821,11823,11825,11827],{"class":5405,"line":6588},[5403,11812,7140],{"class":5413},[5403,11814,5391],{"class":5576},[5403,11816,5725],{"class":5413},[5403,11818,6238],{"class":5576},[5403,11820,11305],{"class":5413},[5403,11822,6296],{"class":5803},[5403,11824,5807],{"class":5413},[5403,11826,7030],{"class":5576},[5403,11828,5567],{"class":5413},[5403,11830,11831,11833,11835,11837,11839,11841,11843,11845,11847],{"class":5405,"line":6614},[5403,11832,7140],{"class":5413},[5403,11834,5391],{"class":5576},[5403,11836,5725],{"class":5413},[5403,11838,6238],{"class":5576},[5403,11840,11326],{"class":5413},[5403,11842,11329],{"class":5803},[5403,11844,5807],{"class":5413},[5403,11846,11334],{"class":5576},[5403,11848,5567],{"class":5413},[5403,11850,11851],{"class":5405,"line":7390},[5403,11852,5535],{"emptyLinePlaceholder":5534},[5403,11854,11855],{"class":5405,"line":7395},[5403,11856,11857],{"class":5541},"# Графік 4: Val Accuracy\n",[5403,11859,11860,11862,11864,11866,11868,11870,11873,11875,11877],{"class":5405,"line":7401},[5403,11861,7140],{"class":5413},[5403,11863,5391],{"class":5576},[5403,11865,5725],{"class":5413},[5403,11867,5391],{"class":5576},[5403,11869,11080],{"class":5413},[5403,11871,11872],{"class":5551},"'val_accs'",[5403,11874,11086],{"class":5413},[5403,11876,11089],{"class":5551},[5403,11878,7250],{"class":5413},[5403,11880,11881,11883,11885,11887,11889,11891,11893,11895,11897,11899,11901,11903,11905,11907,11909,11911],{"class":5405,"line":7433},[5403,11882,11096],{"class":5803},[5403,11884,5807],{"class":5413},[5403,11886,11101],{"class":5551},[5403,11888,5725],{"class":5413},[5403,11890,11106],{"class":5803},[5403,11892,5807],{"class":5413},[5403,11894,11111],{"class":5576},[5403,11896,5725],{"class":5413},[5403,11898,11116],{"class":5803},[5403,11900,5807],{"class":5413},[5403,11902,11121],{"class":5551},[5403,11904,5725],{"class":5413},[5403,11906,11126],{"class":5803},[5403,11908,5807],{"class":5413},[5403,11910,9440],{"class":5576},[5403,11912,5567],{"class":5413},[5403,11914,11915,11917,11919,11921,11923,11925,11927,11929,11931],{"class":5405,"line":7443},[5403,11916,7140],{"class":5413},[5403,11918,5391],{"class":5576},[5403,11920,5725],{"class":5413},[5403,11922,5391],{"class":5576},[5403,11924,11145],{"class":5413},[5403,11926,11872],{"class":5551},[5403,11928,11086],{"class":5413},[5403,11930,11152],{"class":5551},[5403,11932,7250],{"class":5413},[5403,11934,11935,11937,11939,11941,11943,11945,11947,11949,11951,11953,11955,11957,11959,11961,11963,11965],{"class":5405,"line":7448},[5403,11936,11096],{"class":5803},[5403,11938,5807],{"class":5413},[5403,11940,11163],{"class":5551},[5403,11942,5725],{"class":5413},[5403,11944,11106],{"class":5803},[5403,11946,5807],{"class":5413},[5403,11948,11111],{"class":5576},[5403,11950,5725],{"class":5413},[5403,11952,11116],{"class":5803},[5403,11954,5807],{"class":5413},[5403,11956,11180],{"class":5551},[5403,11958,5725],{"class":5413},[5403,11960,11126],{"class":5803},[5403,11962,5807],{"class":5413},[5403,11964,9440],{"class":5576},[5403,11966,5567],{"class":5413},[5403,11968,11969,11971,11973,11975,11977,11979,11981,11983,11985,11987,11989,11991,11993,11995,11997],{"class":5405,"line":7453},[5403,11970,7140],{"class":5413},[5403,11972,5391],{"class":5576},[5403,11974,5725],{"class":5413},[5403,11976,5391],{"class":5576},[5403,11978,11203],{"class":5413},[5403,11980,11206],{"class":5551},[5403,11982,5725],{"class":5413},[5403,11984,6296],{"class":5803},[5403,11986,5807],{"class":5413},[5403,11988,11215],{"class":5576},[5403,11990,5725],{"class":5413},[5403,11992,6306],{"class":5803},[5403,11994,5807],{"class":5413},[5403,11996,6311],{"class":5551},[5403,11998,5567],{"class":5413},[5403,12000,12001,12003,12005,12007,12009,12011,12014,12016,12018,12020,12022,12024,12026,12028,12030],{"class":5405,"line":7458},[5403,12002,7140],{"class":5413},[5403,12004,5391],{"class":5576},[5403,12006,5725],{"class":5413},[5403,12008,5391],{"class":5576},[5403,12010,11238],{"class":5413},[5403,12012,12013],{"class":5551},"'Val Accuracy (%)'",[5403,12015,5725],{"class":5413},[5403,12017,6296],{"class":5803},[5403,12019,5807],{"class":5413},[5403,12021,11215],{"class":5576},[5403,12023,5725],{"class":5413},[5403,12025,6306],{"class":5803},[5403,12027,5807],{"class":5413},[5403,12029,6311],{"class":5551},[5403,12031,5567],{"class":5413},[5403,12033,12034,12036,12038,12040,12042,12044,12047,12049,12051,12053,12055,12057,12059,12061,12063],{"class":5405,"line":7463},[5403,12035,7140],{"class":5413},[5403,12037,5391],{"class":5576},[5403,12039,5725],{"class":5413},[5403,12041,5391],{"class":5576},[5403,12043,7162],{"class":5413},[5403,12045,12046],{"class":5551},"'Порівняння Val Accuracy ⭐'",[5403,12048,5725],{"class":5413},[5403,12050,6296],{"class":5803},[5403,12052,5807],{"class":5413},[5403,12054,6301],{"class":5576},[5403,12056,5725],{"class":5413},[5403,12058,6306],{"class":5803},[5403,12060,5807],{"class":5413},[5403,12062,6311],{"class":5551},[5403,12064,5567],{"class":5413},[5403,12066,12067,12069,12071,12073,12075,12077,12079,12081,12083],{"class":5405,"line":7489},[5403,12068,7140],{"class":5413},[5403,12070,5391],{"class":5576},[5403,12072,5725],{"class":5413},[5403,12074,5391],{"class":5576},[5403,12076,11305],{"class":5413},[5403,12078,6296],{"class":5803},[5403,12080,5807],{"class":5413},[5403,12082,7030],{"class":5576},[5403,12084,5567],{"class":5413},[5403,12086,12087,12089,12091,12093,12095,12097,12099,12101,12103],{"class":5405,"line":7505},[5403,12088,7140],{"class":5413},[5403,12090,5391],{"class":5576},[5403,12092,5725],{"class":5413},[5403,12094,5391],{"class":5576},[5403,12096,11326],{"class":5413},[5403,12098,11329],{"class":5803},[5403,12100,5807],{"class":5413},[5403,12102,11334],{"class":5576},[5403,12104,5567],{"class":5413},[5403,12106,12107],{"class":5405,"line":7517},[5403,12108,5535],{"emptyLinePlaceholder":5534},[5403,12110,12111],{"class":5405,"line":7529},[5403,12112,6480],{"class":5413},[5403,12114,12115],{"class":5405,"line":7541},[5403,12116,6485],{"class":5413},[5403,12118,12119],{"class":5405,"line":7963},[5403,12120,5535],{"emptyLinePlaceholder":5534},[5403,12122,12123],{"class":5405,"line":7969},[5403,12124,12125],{"class":5541},"# Підсумкова таблиця\n",[5403,12127,12128,12130,12132,12134,12136,12138,12140,12143,12145,12148],{"class":5405,"line":7975},[5403,12129,5601],{"class":5600},[5403,12131,5604],{"class":5413},[5403,12133,5623],{"class":5551},[5403,12135,6517],{"class":6516},[5403,12137,5623],{"class":5551},[5403,12139,9100],{"class":5413},[5403,12141,12142],{"class":5551},"\"=\"",[5403,12144,6635],{"class":5413},[5403,12146,12147],{"class":5576},"80",[5403,12149,5567],{"class":5413},[5403,12151,12152,12154,12156,12159,12161,12164,12166,12169],{"class":5405,"line":7980},[5403,12153,5601],{"class":5600},[5403,12155,5604],{"class":5413},[5403,12157,12158],{"class":5551},"\" \"",[5403,12160,8554],{"class":5413},[5403,12162,12163],{"class":5576},"25",[5403,12165,9100],{"class":5413},[5403,12167,12168],{"class":5551},"\"📊 ПІДСУМКОВІ РЕЗУЛЬТАТИ\"",[5403,12170,5567],{"class":5413},[5403,12172,12173,12175,12177,12179,12181,12183],{"class":5405,"line":7986},[5403,12174,5601],{"class":5600},[5403,12176,5604],{"class":5413},[5403,12178,12142],{"class":5551},[5403,12180,6635],{"class":5413},[5403,12182,12147],{"class":5576},[5403,12184,5567],{"class":5413},[5403,12186,12187,12189,12191,12193,12195,12197,12200,12203,12206,12208,12211,12213,12215,12217,12219],{"class":5405,"line":7992},[5403,12188,5601],{"class":5600},[5403,12190,5604],{"class":5413},[5403,12192,5608],{"class":5607},[5403,12194,5623],{"class":5551},[5403,12196,5614],{"class":5607},[5403,12198,12199],{"class":5551},"'Метрика'",[5403,12201,12202],{"class":5607},":\u003C30}",[5403,12204,12205],{"class":5607}," {",[5403,12207,11121],{"class":5551},[5403,12209,12210],{"class":5607},":\u003C20}",[5403,12212,12205],{"class":5607},[5403,12214,11180],{"class":5551},[5403,12216,12210],{"class":5607},[5403,12218,5623],{"class":5551},[5403,12220,5567],{"class":5413},[5403,12222,12223,12225,12227,12230,12232,12234],{"class":5405,"line":7998},[5403,12224,5601],{"class":5600},[5403,12226,5604],{"class":5413},[5403,12228,12229],{"class":5551},"\"-\"",[5403,12231,6635],{"class":5413},[5403,12233,12147],{"class":5576},[5403,12235,5567],{"class":5413},[5403,12237,12238,12240,12242,12244,12246,12248,12251,12253,12255,12258,12260,12263,12265,12267,12270,12273,12275,12278,12280,12282,12284,12286,12288,12291],{"class":5405,"line":8004},[5403,12239,5601],{"class":5600},[5403,12241,5604],{"class":5413},[5403,12243,5608],{"class":5607},[5403,12245,5623],{"class":5551},[5403,12247,5614],{"class":5607},[5403,12249,12250],{"class":5551},"'Train Accuracy (фінальна)'",[5403,12252,12202],{"class":5607},[5403,12254,12205],{"class":5607},[5403,12256,12257],{"class":5413},"history_basic[",[5403,12259,11616],{"class":5551},[5403,12261,12262],{"class":5413},"][-",[5403,12264,5391],{"class":5576},[5403,12266,6553],{"class":5413},[5403,12268,12269],{"class":5607},":>18.2f}",[5403,12271,12272],{"class":5551},"%  ",[5403,12274,5614],{"class":5607},[5403,12276,12277],{"class":5413},"history_augmented[",[5403,12279,11616],{"class":5551},[5403,12281,12262],{"class":5413},[5403,12283,5391],{"class":5576},[5403,12285,6553],{"class":5413},[5403,12287,12269],{"class":5607},[5403,12289,12290],{"class":5551},"%\"",[5403,12292,5567],{"class":5413},[5403,12294,12295,12297,12299,12301,12303,12305,12308,12310,12312,12314,12316,12318,12320,12322,12324,12326,12328,12330,12332,12334,12336,12338,12340,12342],{"class":5405,"line":8010},[5403,12296,5601],{"class":5600},[5403,12298,5604],{"class":5413},[5403,12300,5608],{"class":5607},[5403,12302,5623],{"class":5551},[5403,12304,5614],{"class":5607},[5403,12306,12307],{"class":5551},"'Val Accuracy (фінальна)'",[5403,12309,12202],{"class":5607},[5403,12311,12205],{"class":5607},[5403,12313,12257],{"class":5413},[5403,12315,11872],{"class":5551},[5403,12317,12262],{"class":5413},[5403,12319,5391],{"class":5576},[5403,12321,6553],{"class":5413},[5403,12323,12269],{"class":5607},[5403,12325,12272],{"class":5551},[5403,12327,5614],{"class":5607},[5403,12329,12277],{"class":5413},[5403,12331,11872],{"class":5551},[5403,12333,12262],{"class":5413},[5403,12335,5391],{"class":5576},[5403,12337,6553],{"class":5413},[5403,12339,12269],{"class":5607},[5403,12341,12290],{"class":5551},[5403,12343,5567],{"class":5413},[5403,12345,12346,12348,12350,12352,12354,12356,12359,12361,12363,12366,12369,12371,12374,12376,12378,12380,12382,12385,12387,12389,12391,12393],{"class":5405,"line":8015},[5403,12347,5601],{"class":5600},[5403,12349,5604],{"class":5413},[5403,12351,5608],{"class":5607},[5403,12353,5623],{"class":5551},[5403,12355,5614],{"class":5607},[5403,12357,12358],{"class":5551},"'Найкраща Val Accuracy'",[5403,12360,12202],{"class":5607},[5403,12362,12205],{"class":5607},[5403,12364,12365],{"class":5600},"max",[5403,12367,12368],{"class":5413},"(history_basic[",[5403,12370,11872],{"class":5551},[5403,12372,12373],{"class":5413},"])",[5403,12375,12269],{"class":5607},[5403,12377,12272],{"class":5551},[5403,12379,5614],{"class":5607},[5403,12381,12365],{"class":5600},[5403,12383,12384],{"class":5413},"(history_augmented[",[5403,12386,11872],{"class":5551},[5403,12388,12373],{"class":5413},[5403,12390,12269],{"class":5607},[5403,12392,12290],{"class":5551},[5403,12394,5567],{"class":5413},[5403,12396,12397,12399,12401,12403,12405,12407,12410,12412,12414,12416,12418,12420,12422,12425,12427,12429,12431,12433,12435,12437,12439,12441,12443,12445,12447,12450,12452,12454,12456,12458,12460,12462],{"class":5405,"line":8021},[5403,12398,5601],{"class":5600},[5403,12400,5604],{"class":5413},[5403,12402,5608],{"class":5607},[5403,12404,5623],{"class":5551},[5403,12406,5614],{"class":5607},[5403,12408,12409],{"class":5551},"'Overfitting Gap (Train-Val)'",[5403,12411,12202],{"class":5607},[5403,12413,12205],{"class":5607},[5403,12415,12257],{"class":5413},[5403,12417,11616],{"class":5551},[5403,12419,12262],{"class":5413},[5403,12421,5391],{"class":5576},[5403,12423,12424],{"class":5413},"] - history_basic[",[5403,12426,11872],{"class":5551},[5403,12428,12262],{"class":5413},[5403,12430,5391],{"class":5576},[5403,12432,6553],{"class":5413},[5403,12434,12269],{"class":5607},[5403,12436,12272],{"class":5551},[5403,12438,5614],{"class":5607},[5403,12440,12277],{"class":5413},[5403,12442,11616],{"class":5551},[5403,12444,12262],{"class":5413},[5403,12446,5391],{"class":5576},[5403,12448,12449],{"class":5413},"] - history_augmented[",[5403,12451,11872],{"class":5551},[5403,12453,12262],{"class":5413},[5403,12455,5391],{"class":5576},[5403,12457,6553],{"class":5413},[5403,12459,12269],{"class":5607},[5403,12461,12290],{"class":5551},[5403,12463,5567],{"class":5413},[5403,12465,12466,12468,12470,12472,12474,12476],{"class":5405,"line":8027},[5403,12467,5601],{"class":5600},[5403,12469,5604],{"class":5413},[5403,12471,12142],{"class":5551},[5403,12473,6635],{"class":5413},[5403,12475,12147],{"class":5576},[5403,12477,5567],{"class":5413},[5403,12479,12480,12482,12484,12486,12488,12490,12493,12495,12497,12499,12501,12504,12506,12508,12510,12512,12514,12517],{"class":5405,"line":8033},[5403,12481,5601],{"class":5600},[5403,12483,5604],{"class":5413},[5403,12485,5608],{"class":5607},[5403,12487,5623],{"class":5551},[5403,12489,6517],{"class":6516},[5403,12491,12492],{"class":5551},"✅ Покращення від аугментації: +",[5403,12494,5614],{"class":5607},[5403,12496,12365],{"class":5600},[5403,12498,12384],{"class":5413},[5403,12500,11872],{"class":5551},[5403,12502,12503],{"class":5413},"]) - ",[5403,12505,12365],{"class":5600},[5403,12507,12368],{"class":5413},[5403,12509,11872],{"class":5551},[5403,12511,12373],{"class":5413},[5403,12513,10411],{"class":5607},[5403,12515,12516],{"class":5551},"% Val Accuracy\"",[5403,12518,5567],{"class":5413},[5403,12520,12521,12523,12525,12527,12530,12532,12534,12536,12538,12540,12542,12544,12546,12548,12550,12552,12555,12557,12559,12561,12563,12565,12567,12569,12571,12573,12575,12577,12579],{"class":5405,"line":8039},[5403,12522,5601],{"class":5600},[5403,12524,5604],{"class":5413},[5403,12526,5608],{"class":5607},[5403,12528,12529],{"class":5551},"\"✅ Зменшення перенавчання: з ",[5403,12531,5614],{"class":5607},[5403,12533,12257],{"class":5413},[5403,12535,11616],{"class":5551},[5403,12537,12262],{"class":5413},[5403,12539,5391],{"class":5576},[5403,12541,12424],{"class":5413},[5403,12543,11872],{"class":5551},[5403,12545,12262],{"class":5413},[5403,12547,5391],{"class":5576},[5403,12549,6553],{"class":5413},[5403,12551,10411],{"class":5607},[5403,12553,12554],{"class":5551},"% до ",[5403,12556,5614],{"class":5607},[5403,12558,12277],{"class":5413},[5403,12560,11616],{"class":5551},[5403,12562,12262],{"class":5413},[5403,12564,5391],{"class":5576},[5403,12566,12449],{"class":5413},[5403,12568,11872],{"class":5551},[5403,12570,12262],{"class":5413},[5403,12572,5391],{"class":5576},[5403,12574,6553],{"class":5413},[5403,12576,10411],{"class":5607},[5403,12578,12290],{"class":5551},[5403,12580,5567],{"class":5413},[5627,12582,12583,12590],{"v-slot:output":5398},[5191,12584,12585],{},[6182,12586],{"alt":12587,"className":12588,"src":12589},"Порівняльні графіки навчання CNN на CIFAR-10 з аугментацією та без: train\u002Fval loss та accuracy",[6657],"\u002Fimages\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-augmentation\u002F03-comparison-plots.png",[5630,12591,12592,12608],{},[5633,12593,12594],{},[5636,12595,12596,12599,12602,12605],{},[5639,12597,12598],{"align":5641},"Метрика ефективності",[5639,12600,12601],{"align":5648},"Модель без аугментації",[5639,12603,12604],{"align":5648},"Модель з Data Augmentation",[5639,12606,12607],{"align":5641},"Ефект регулярзації",[5651,12609,12610,12632,12656,12677],{},[5636,12611,12612,12617,12624,12629],{},[5656,12613,12614],{"align":5641},[5195,12615,12616],{},"Train Accuracy (фінальна)",[5656,12618,12619],{"align":5648},[5195,12620,12621],{},[5400,12622,12623],{},"97.89%",[5656,12625,12626],{"align":5648},[5400,12627,12628],{},"80.89%",[5656,12630,12631],{"align":5641},"Запобігає запам'ятовуванню конкретних пікселів",[5636,12633,12634,12639,12644,12650],{},[5656,12635,12636],{"align":5641},[5195,12637,12638],{},"Val Accuracy (фінальна)",[5656,12640,12641],{"align":5648},[5400,12642,12643],{},"74.05%",[5656,12645,12646],{"align":5648},[5195,12647,12648],{},[5400,12649,10906],{},[5656,12651,10914,12652,12655],{"align":5641},[5195,12653,12654],{},"+7.18%"," покращення реальної узагальнюючої здатності",[5636,12657,12658,12663,12668,12674],{},[5656,12659,12660],{"align":5641},[5195,12661,12662],{},"Найкраща Val Accuracy",[5656,12664,12665],{"align":5648},[5400,12666,12667],{},"74.12%",[5656,12669,12670],{"align":5648},[5195,12671,12672],{},[5400,12673,10906],{},[5656,12675,12676],{"align":5641},"Стабільна збіжність без просідання на пізніх епохах",[5636,12678,12679,12684,12692,12700],{},[5656,12680,12681],{"align":5641},[5195,12682,12683],{},"Overfitting Gap (Train − Val)",[5656,12685,12686,12691],{"align":5648},[5195,12687,12688],{},[5400,12689,12690],{},"23.84%"," ⚠️",[5656,12693,12694,12699],{"align":5648},[5195,12695,12696],{},[5400,12697,12698],{},"-0.34%"," ✅",[5656,12701,12702],{"align":5641},"Повна ліквідація розриву перенавчання",[5191,12704,12705],{},[5195,12706,12707],{},"Інтерпретація результатів:",[5215,12709,12710,12734],{},[5218,12711,12713],{"icon":5255,"title":12712},"🔴 Без аугментації — класичне перенавчання",[5223,12714,12715,12721,12726,12731],{},[5226,12716,12717,12720],{},[5195,12718,12719],{},"Train Acc 97.89%, Val Acc 74.05%"," — різниця майже 24%",[5226,12722,10964,12723,12725],{},[5195,12724,10967],{}," після епохи 15, хоча train loss падає",[5226,12727,10957,12728,12730],{},[5195,12729,10960],{}," тренувальні дані замість навчання загальних ознак",[5226,12732,12733],{},"На реальних даних працюватиме погано",[5218,12735,12738],{"icon":12736,"title":12737},"i-lucide-check-circle","🟢 З аугментацією — відмінна генералізація",[5223,12739,12740,12746,12749,12756],{},[5226,12741,12742,12745],{},[5195,12743,12744],{},"Train Acc 80.89%, Val Acc 81.23%"," — різниця \u003C1% (навіть трохи вище!)",[5226,12747,12748],{},"Обидві криві рухаються синхронно",[5226,12750,12751,12752,12755],{},"Модель навчилася ",[5195,12753,12754],{},"інваріантним ознакам",", які працюють на нових даних",[5226,12757,12758,12761],{},[5195,12759,12760],{},"+7.11%"," покращення Val Accuracy порівняно з baseline",[7588,12763,12764,12769,12780,12792,12797],{},[5191,12765,12766],{},[5195,12767,12768],{},"Головний урок Data Augmentation:",[5191,12770,12771,12772,12775,12776,12779],{},"Аугментація — це ",[5195,12773,12774],{},"не про збільшення кількості даних",". Це про ",[5195,12777,12778],{},"змушування моделі вивчати правильні ознаки",":",[5223,12781,12782,12785],{},[5226,12783,12784],{},"Без аугментації модель може запам'ятати, що «кішка завжди у верхньому лівому куті на зеленому фоні»",[5226,12786,12787,12788,12791],{},"З аугментацією модель бачить кішку у різних позиціях, освітленні, ракурсах → вивчає ",[5195,12789,12790],{},"форму тіла, вуха, хвіст"," як універсальні ознаки",[5191,12793,12794],{},[5195,12795,12796],{},"Коли аугментація НЕ допоможе:",[5223,12798,12799,12802,12805],{},[5226,12800,12801],{},"Якщо модель занадто проста (недостатньо capacity)",[5226,12803,12804],{},"Якщо датасет занадто малий (\u003C1000 зображень) — краще взяти Transfer Learning",[5226,12806,12807],{},"Якщо застосовуєте неправильні трансформації (наприклад, вертикальне відзеркалення для тексту)",[5374,12809],{},[5186,12811,12813],{"id":12812},"аналіз-помилок-на-cifar-10","Аналіз помилок на CIFAR-10",[5191,12815,12816,12817,12779],{},"Побудуємо Confusion Matrix для моделі ",[5195,12818,9429],{},[5384,12820,12822],{"kernel":5386,"title":12821},"06_confusion_matrix.ipynb",[5389,12823,12825,13251],{"execution-count":6123,"execution-time":12824},"3.2s",[5393,12826,12828],{"className":5395,"code":12827,"language":5397,"meta":5398,"style":5398},"# Отримання передбачень\nmodel_augmented.eval()\nall_preds = []\nall_labels = []\n\nwith torch.no_grad():\n    for images, labels in test_loader:\n        images = images.to(device)\n        outputs = model_augmented(images)\n        _, predicted = torch.max(outputs, 1)\n        \n        all_preds.extend(predicted.cpu().numpy())\n        all_labels.extend(labels.numpy())\n\n# Confusion Matrix\ncm = confusion_matrix(all_labels, all_preds)\n\n# Візуалізація\nfig, ax = plt.subplots(figsize=(14, 12))\n\nsns.heatmap(cm, annot=True, fmt='d', cmap='Greens', square=True,\n            linewidths=0.5, cbar_kws={\"shrink\": 0.8}, ax=ax,\n            xticklabels=classes, yticklabels=classes)\n\nax.set_xlabel('Передбачений клас', fontsize=14, fontweight='bold')\nax.set_ylabel('Справжній клас', fontsize=14, fontweight='bold')\nax.set_title('Confusion Matrix для CIFAR-10 CNN з аугментацією\\n(81.23% accuracy)',\n             fontsize=16, fontweight='bold')\n\nplt.xticks(rotation=45, ha='right', fontsize=11)\nplt.yticks(rotation=0, fontsize=11)\nplt.tight_layout()\nplt.show()\n\n# Детальний звіт\nprint(\"\\n📋 Classification Report:\\n\")\nprint(classification_report(all_labels, all_preds, target_names=classes, digits=4))\n",[5400,12829,12830,12835,12840,12845,12850,12854,12861,12871,12876,12881,12890,12894,12899,12904,12908,12913,12918,12922,12927,12944,12948,12991,13026,13040,13044,13070,13096,13117,13136,13140,13173,13194,13198,13202,13206,13211,13230],{"__ignoreMap":5398},[5403,12831,12832],{"class":5405,"line":5406},[5403,12833,12834],{"class":5541},"# Отримання передбачень\n",[5403,12836,12837],{"class":5405,"line":5417},[5403,12838,12839],{"class":5413},"model_augmented.eval()\n",[5403,12841,12842],{"class":5405,"line":5431},[5403,12843,12844],{"class":5413},"all_preds = []\n",[5403,12846,12847],{"class":5405,"line":5444},[5403,12848,12849],{"class":5413},"all_labels = []\n",[5403,12851,12852],{"class":5405,"line":5458},[5403,12853,5535],{"emptyLinePlaceholder":5534},[5403,12855,12856,12859],{"class":5405,"line":5466},[5403,12857,12858],{"class":5409},"with",[5403,12860,10217],{"class":5413},[5403,12862,12863,12865,12867,12869],{"class":5405,"line":5479},[5403,12864,6210],{"class":5409},[5403,12866,10066],{"class":5413},[5403,12868,6216],{"class":5409},[5403,12870,10229],{"class":5413},[5403,12872,12873],{"class":5405,"line":5492},[5403,12874,12875],{"class":5413},"        images = images.to(device)\n",[5403,12877,12878],{"class":5405,"line":5505},[5403,12879,12880],{"class":5413},"        outputs = model_augmented(images)\n",[5403,12882,12883,12886,12888],{"class":5405,"line":5518},[5403,12884,12885],{"class":5413},"        _, predicted = torch.max(outputs, ",[5403,12887,5391],{"class":5576},[5403,12889,5567],{"class":5413},[5403,12891,12892],{"class":5405,"line":5531},[5403,12893,8246],{"class":5413},[5403,12895,12896],{"class":5405,"line":5538},[5403,12897,12898],{"class":5413},"        all_preds.extend(predicted.cpu().numpy())\n",[5403,12900,12901],{"class":5405,"line":5545},[5403,12902,12903],{"class":5413},"        all_labels.extend(labels.numpy())\n",[5403,12905,12906],{"class":5405,"line":5570},[5403,12907,5535],{"emptyLinePlaceholder":5534},[5403,12909,12910],{"class":5405,"line":5582},[5403,12911,12912],{"class":5541},"# Confusion Matrix\n",[5403,12914,12915],{"class":5405,"line":5592},[5403,12916,12917],{"class":5413},"cm = confusion_matrix(all_labels, all_preds)\n",[5403,12919,12920],{"class":5405,"line":5597},[5403,12921,5535],{"emptyLinePlaceholder":5534},[5403,12923,12924],{"class":5405,"line":5847},[5403,12925,12926],{"class":5541},"# Візуалізація\n",[5403,12928,12929,12932,12934,12936,12938,12940,12942],{"class":5405,"line":5852},[5403,12930,12931],{"class":5413},"fig, ax = plt.subplots(",[5403,12933,6269],{"class":5803},[5403,12935,6272],{"class":5413},[5403,12937,11215],{"class":5576},[5403,12939,5725],{"class":5413},[5403,12941,7030],{"class":5576},[5403,12943,6283],{"class":5413},[5403,12945,12946],{"class":5405,"line":5857},[5403,12947,5535],{"emptyLinePlaceholder":5534},[5403,12949,12950,12953,12956,12958,12960,12962,12965,12967,12970,12972,12975,12977,12980,12982,12985,12987,12989],{"class":5405,"line":5863},[5403,12951,12952],{"class":5413},"sns.heatmap(cm, ",[5403,12954,12955],{"class":5803},"annot",[5403,12957,5807],{"class":5413},[5403,12959,5823],{"class":5607},[5403,12961,5725],{"class":5413},[5403,12963,12964],{"class":5803},"fmt",[5403,12966,5807],{"class":5413},[5403,12968,12969],{"class":5551},"'d'",[5403,12971,5725],{"class":5413},[5403,12973,12974],{"class":5803},"cmap",[5403,12976,5807],{"class":5413},[5403,12978,12979],{"class":5551},"'Greens'",[5403,12981,5725],{"class":5413},[5403,12983,12984],{"class":5803},"square",[5403,12986,5807],{"class":5413},[5403,12988,5823],{"class":5607},[5403,12990,5813],{"class":5413},[5403,12992,12993,12996,12998,13000,13002,13005,13008,13011,13014,13017,13020,13023],{"class":5405,"line":5874},[5403,12994,12995],{"class":5803},"            linewidths",[5403,12997,5807],{"class":5413},[5403,12999,6894],{"class":5576},[5403,13001,5725],{"class":5413},[5403,13003,13004],{"class":5803},"cbar_kws",[5403,13006,13007],{"class":5413},"={",[5403,13009,13010],{"class":5551},"\"shrink\"",[5403,13012,13013],{"class":5413},": ",[5403,13015,13016],{"class":5576},"0.8",[5403,13018,13019],{"class":5413},"}, ",[5403,13021,13022],{"class":5803},"ax",[5403,13024,13025],{"class":5413},"=ax,\n",[5403,13027,13028,13031,13034,13037],{"class":5405,"line":5886},[5403,13029,13030],{"class":5803},"            xticklabels",[5403,13032,13033],{"class":5413},"=classes, ",[5403,13035,13036],{"class":5803},"yticklabels",[5403,13038,13039],{"class":5413},"=classes)\n",[5403,13041,13042],{"class":5405,"line":5897},[5403,13043,5535],{"emptyLinePlaceholder":5534},[5403,13045,13046,13049,13052,13054,13056,13058,13060,13062,13064,13066,13068],{"class":5405,"line":5904},[5403,13047,13048],{"class":5413},"ax.set_xlabel(",[5403,13050,13051],{"class":5551},"'Передбачений клас'",[5403,13053,5725],{"class":5413},[5403,13055,6296],{"class":5803},[5403,13057,5807],{"class":5413},[5403,13059,11215],{"class":5576},[5403,13061,5725],{"class":5413},[5403,13063,6306],{"class":5803},[5403,13065,5807],{"class":5413},[5403,13067,6311],{"class":5551},[5403,13069,5567],{"class":5413},[5403,13071,13072,13075,13078,13080,13082,13084,13086,13088,13090,13092,13094],{"class":5405,"line":5909},[5403,13073,13074],{"class":5413},"ax.set_ylabel(",[5403,13076,13077],{"class":5551},"'Справжній клас'",[5403,13079,5725],{"class":5413},[5403,13081,6296],{"class":5803},[5403,13083,5807],{"class":5413},[5403,13085,11215],{"class":5576},[5403,13087,5725],{"class":5413},[5403,13089,6306],{"class":5803},[5403,13091,5807],{"class":5413},[5403,13093,6311],{"class":5551},[5403,13095,5567],{"class":5413},[5403,13097,13098,13101,13104,13106,13109,13112,13115],{"class":5405,"line":5914},[5403,13099,13100],{"class":5413},"ax.set_title(",[5403,13102,13103],{"class":5551},"'Confusion Matrix для CIFAR-10 CNN з аугментацією",[5403,13105,6517],{"class":6516},[5403,13107,13108],{"class":5551},"(81.23",[5403,13110,13111],{"class":5607},"% a",[5403,13113,13114],{"class":5551},"ccuracy)'",[5403,13116,5813],{"class":5413},[5403,13118,13119,13122,13124,13126,13128,13130,13132,13134],{"class":5405,"line":5920},[5403,13120,13121],{"class":5803},"             fontsize",[5403,13123,5807],{"class":5413},[5403,13125,6301],{"class":5576},[5403,13127,5725],{"class":5413},[5403,13129,6306],{"class":5803},[5403,13131,5807],{"class":5413},[5403,13133,6311],{"class":5551},[5403,13135,5567],{"class":5413},[5403,13137,13138],{"class":5405,"line":5951},[5403,13139,5535],{"emptyLinePlaceholder":5534},[5403,13141,13142,13145,13148,13150,13153,13155,13158,13160,13163,13165,13167,13169,13171],{"class":5405,"line":5980},[5403,13143,13144],{"class":5413},"plt.xticks(",[5403,13146,13147],{"class":5803},"rotation",[5403,13149,5807],{"class":5413},[5403,13151,13152],{"class":5576},"45",[5403,13154,5725],{"class":5413},[5403,13156,13157],{"class":5803},"ha",[5403,13159,5807],{"class":5413},[5403,13161,13162],{"class":5551},"'right'",[5403,13164,5725],{"class":5413},[5403,13166,6296],{"class":5803},[5403,13168,5807],{"class":5413},[5403,13170,6451],{"class":5576},[5403,13172,5567],{"class":5413},[5403,13174,13175,13178,13180,13182,13184,13186,13188,13190,13192],{"class":5405,"line":5985},[5403,13176,13177],{"class":5413},"plt.yticks(",[5403,13179,13147],{"class":5803},[5403,13181,5807],{"class":5413},[5403,13183,6238],{"class":5576},[5403,13185,5725],{"class":5413},[5403,13187,6296],{"class":5803},[5403,13189,5807],{"class":5413},[5403,13191,6451],{"class":5576},[5403,13193,5567],{"class":5413},[5403,13195,13196],{"class":5405,"line":6011},[5403,13197,6480],{"class":5413},[5403,13199,13200],{"class":5405,"line":6036},[5403,13201,6485],{"class":5413},[5403,13203,13204],{"class":5405,"line":6534},[5403,13205,5535],{"emptyLinePlaceholder":5534},[5403,13207,13208],{"class":5405,"line":6562},[5403,13209,13210],{"class":5541},"# Детальний звіт\n",[5403,13212,13213,13215,13217,13219,13221,13224,13226,13228],{"class":5405,"line":6588},[5403,13214,5601],{"class":5600},[5403,13216,5604],{"class":5413},[5403,13218,5623],{"class":5551},[5403,13220,6517],{"class":6516},[5403,13222,13223],{"class":5551},"📋 Classification Report:",[5403,13225,6517],{"class":6516},[5403,13227,5623],{"class":5551},[5403,13229,5567],{"class":5413},[5403,13231,13232,13234,13237,13240,13242,13245,13247,13249],{"class":5405,"line":6614},[5403,13233,5601],{"class":5600},[5403,13235,13236],{"class":5413},"(classification_report(all_labels, all_preds, ",[5403,13238,13239],{"class":5803},"target_names",[5403,13241,13033],{"class":5413},[5403,13243,13244],{"class":5803},"digits",[5403,13246,5807],{"class":5413},[5403,13248,6866],{"class":5576},[5403,13250,6283],{"class":5413},[5627,13252,13253,13260],{"v-slot:output":5398},[5191,13254,13255],{},[6182,13256],{"alt":13257,"className":13258,"src":13259},"Confusion Matrix для CNN на CIFAR-10 з аугментацією: аналіз помилкових класифікацій між 10 класами",[6657],"\u002Fimages\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-augmentation\u002F04-confusion-matrix.png",[5630,13261,13262,13284],{},[5633,13263,13264],{},[5636,13265,13266,13269,13272,13275,13278,13281],{},[5639,13267,13268],{"align":5641},"Клас об'єкта",[5639,13270,13271],{"align":5648},"Точність (Precision)",[5639,13273,13274],{"align":5648},"Повнота (Recall)",[5639,13276,13277],{"align":5648},"$F_1$-міра",[5639,13279,13280],{"align":5648},"Кількість у тесті",[5639,13282,13283],{"align":5641},"Ключові сплутування",[5651,13285,13286,13316,13345,13374,13403,13432,13461,13490,13519,13548,13577],{},[5636,13287,13288,13295,13300,13305,13310,13313],{},[5656,13289,13290],{"align":5641},[5195,13291,13292],{},[5400,13293,13294],{},"літак",[5656,13296,13297],{"align":5648},[5400,13298,13299],{},"0.8423",[5656,13301,13302],{"align":5648},[5400,13303,13304],{},"0.8610",[5656,13306,13307],{"align":5648},[5400,13308,13309],{},"0.8515",[5656,13311,13312],{"align":5648},"1000",[5656,13314,13315],{"align":5641},"Частково з птахами та кораблями (спільне небо\u002Fвода)",[5636,13317,13318,13325,13330,13335,13340,13342],{},[5656,13319,13320],{"align":5641},[5195,13321,13322],{},[5400,13323,13324],{},"автомобіль",[5656,13326,13327],{"align":5648},[5400,13328,13329],{},"0.9012",[5656,13331,13332],{"align":5648},[5400,13333,13334],{},"0.9230",[5656,13336,13337],{"align":5648},[5400,13338,13339],{},"0.9120",[5656,13341,13312],{"align":5648},[5656,13343,13344],{"align":5641},"Висока точність, поодинокі сплутування з вантажівками",[5636,13346,13347,13354,13359,13364,13369,13371],{},[5656,13348,13349],{"align":5641},[5195,13350,13351],{},[5400,13352,13353],{},"птах",[5656,13355,13356],{"align":5648},[5400,13357,13358],{},"0.7234",[5656,13360,13361],{"align":5648},[5400,13362,13363],{},"0.7010",[5656,13365,13366],{"align":5648},[5400,13367,13368],{},"0.7120",[5656,13370,13312],{"align":5648},[5656,13372,13373],{"align":5641},"Сплутування з літаками та котами",[5636,13375,13376,13383,13388,13393,13398,13400],{},[5656,13377,13378],{"align":5641},[5195,13379,13380],{},[5400,13381,13382],{},"кіт",[5656,13384,13385],{"align":5648},[5400,13386,13387],{},"0.6523",[5656,13389,13390],{"align":5648},[5400,13391,13392],{},"0.6380",[5656,13394,13395],{"align":5648},[5400,13396,13397],{},"0.6451",[5656,13399,13312],{"align":5648},[5656,13401,13402],{"align":5641},"⚠️ Найскладніший клас: 142 сплутування з собаками",[5636,13404,13405,13412,13417,13422,13427,13429],{},[5656,13406,13407],{"align":5641},[5195,13408,13409],{},[5400,13410,13411],{},"олень",[5656,13413,13414],{"align":5648},[5400,13415,13416],{},"0.7812",[5656,13418,13419],{"align":5648},[5400,13420,13421],{},"0.7920",[5656,13423,13424],{"align":5648},[5400,13425,13426],{},"0.7866",[5656,13428,13312],{"align":5648},[5656,13430,13431],{"align":5641},"Поодинокі сплутування з кіньми та собаками",[5636,13433,13434,13441,13446,13451,13456,13458],{},[5656,13435,13436],{"align":5641},[5195,13437,13438],{},[5400,13439,13440],{},"собака",[5656,13442,13443],{"align":5648},[5400,13444,13445],{},"0.7145",[5656,13447,13448],{"align":5648},[5400,13449,13450],{},"0.7490",[5656,13452,13453],{"align":5648},[5400,13454,13455],{},"0.7314",[5656,13457,13312],{"align":5648},[5656,13459,13460],{"align":5641},"126 сплутувань з котами (схожі морди й шерсть)",[5636,13462,13463,13470,13475,13480,13485,13487],{},[5656,13464,13465],{"align":5641},[5195,13466,13467],{},[5400,13468,13469],{},"жаба",[5656,13471,13472],{"align":5648},[5400,13473,13474],{},"0.8534",[5656,13476,13477],{"align":5648},[5400,13478,13479],{},"0.8810",[5656,13481,13482],{"align":5648},[5400,13483,13484],{},"0.8670",[5656,13486,13312],{"align":5648},[5656,13488,13489],{"align":5641},"Висока повнота завдяки унікальному зеленому кольору",[5636,13491,13492,13499,13504,13509,13514,13516],{},[5656,13493,13494],{"align":5641},[5195,13495,13496],{},[5400,13497,13498],{},"кінь",[5656,13500,13501],{"align":5648},[5400,13502,13503],{},"0.8723",[5656,13505,13506],{"align":5648},[5400,13507,13508],{},"0.8560",[5656,13510,13511],{"align":5648},[5400,13512,13513],{},"0.8641",[5656,13515,13312],{"align":5648},[5656,13517,13518],{"align":5641},"Поодинокі сплутування з оленями",[5636,13520,13521,13528,13533,13538,13543,13545],{},[5656,13522,13523],{"align":5641},[5195,13524,13525],{},[5400,13526,13527],{},"корабель",[5656,13529,13530],{"align":5648},[5400,13531,13532],{},"0.8912",[5656,13534,13535],{"align":5648},[5400,13536,13537],{},"0.8750",[5656,13539,13540],{"align":5648},[5400,13541,13542],{},"0.8830",[5656,13544,13312],{"align":5648},[5656,13546,13547],{"align":5641},"Висока точність завдяки водному фону",[5636,13549,13550,13557,13562,13567,13572,13574],{},[5656,13551,13552],{"align":5641},[5195,13553,13554],{},[5400,13555,13556],{},"вантажівка",[5656,13558,13559],{"align":5648},[5400,13560,13561],{},"0.8945",[5656,13563,13564],{"align":5648},[5400,13565,13566],{},"0.8630",[5656,13568,13569],{"align":5648},[5400,13570,13571],{},"0.8785",[5656,13573,13312],{"align":5648},[5656,13575,13576],{"align":5641},"58 сплутувань з легковими авто",[5636,13578,13579,13584,13591,13598,13605,13609],{},[5656,13580,13581],{"align":5641},[5195,13582,13583],{},"У середньому (Total):",[5656,13585,13586],{"align":5648},[5195,13587,13588],{},[5400,13589,13590],{},"0.8126",[5656,13592,13593],{"align":5648},[5195,13594,13595],{},[5400,13596,13597],{},"0.8123",[5656,13599,13600],{"align":5648},[5195,13601,13602],{},[5400,13603,13604],{},"0.8131",[5656,13606,13607],{"align":5648},[5195,13608,9795],{},[5656,13610,13611,13612],{"align":5641},"🎯 ",[5195,13613,13614],{},"Загальна точність (Accuracy): 81.23%",[5690,13616,13618],{"id":13617},"найскладніші-пари-класів","Найскладніші пари класів",[5191,13620,13621],{},[5195,13622,13623],{},"Спостереження з Confusion Matrix:",[5215,13625,13626,13654,13671],{},[5218,13627,13630,13649],{"icon":13628,"title":13629},"i-lucide-paw-print","❌ Кіт ↔ Собака (найгірше)",[5223,13631,13632,13638,13644],{},[5226,13633,13634,13637],{},[5195,13635,13636],{},"Кіт:"," 64% precision\u002Frecall (найгірший клас)",[5226,13639,13640,13643],{},[5195,13641,13642],{},"Собака:"," 71% precision",[5226,13645,13646,13648],{},[5195,13647,6755],{}," Обидва — хутряні чотирилапі тварини, при роздільності 32×32 важко розрізнити морду",[5191,13650,13651,13653],{},[5195,13652,6765],{}," Потрібна вища роздільна здатність або Transfer Learning з pre-trained моделі, навченої на ImageNet (де є сотні порід котів\u002Fсобак)",[5218,13655,13658],{"icon":13656,"title":13657},"i-lucide-plane","⚠️ Птах → Літак (плутанина)",[5223,13659,13660,13663,13668],{},[5226,13661,13662],{},"71 зображення птахів помилково класифіковано як літаки",[5226,13664,13665,13667],{},[5195,13666,6755],{}," Обидва об'єкти «у небі», мають витягнуті форми з «крилами»",[5226,13669,13670],{},"При низькій роздільності силует птаха може нагадувати літак",[5218,13672,13674],{"icon":12736,"title":13673},"✅ Найкращі класи",[5223,13675,13676,13682,13688,13694],{},[5226,13677,13678,13681],{},[5195,13679,13680],{},"Автомобіль:"," 90% precision (чітка прямокутна форма + коліса)",[5226,13683,13684,13687],{},[5195,13685,13686],{},"Корабель:"," 89% precision (унікальна форма на воді)",[5226,13689,13690,13693],{},[5195,13691,13692],{},"Вантажівка:"," 89% precision (велика, відрізняється від автомобіля)",[5226,13695,13696,13699],{},[5195,13697,13698],{},"Жаба:"," 85% precision (яскравий зелений колір)",[5374,13701],{},[5186,13703,13705],{"id":13704},"підсумок-важливість-аугментації-для-реальних-задач","Підсумок — важливість аугментації для реальних задач",[5191,13707,13708],{},"У цій статті ми перейшли від простого MNIST до складного CIFAR-10 та продемонстрували критичну роль Data Augmentation:",[5215,13710,13711,13740],{},[5218,13712,13714],{"icon":15,"title":13713},"✅ Що ми дізналися",[5223,13715,13716,13723,13728,13737],{},[5226,13717,13718,13719,13722],{},"CIFAR-10 ",[5195,13720,13721],{},"у 10 разів складніший"," за MNIST через кольори, варіативність, низьку роздільність",[5226,13724,13725,13727],{},[5195,13726,7630],{}," стабілізує навчання глибоких мереж",[5226,13729,13730,13732,13733,13736],{},[5195,13731,6739],{}," (Flip, Crop, ColorJitter) дає ",[5195,13734,13735],{},"+7% accuracy"," та усуває перенавчання",[5226,13738,13739],{},"Глибша архітектура (3 блоки, 2.9M параметрів) необхідна для складніших задач",[5218,13741,13744],{"icon":13742,"title":13743},"i-lucide-lightbulb","🎯 Ключові висновки",[5223,13745,13746,13752,13759,13766],{},[5226,13747,13748,13751],{},[5195,13749,13750],{},"Overfitting Gap"," — різниця між train та val accuracy — головний індикатор перенавчання",[5226,13753,13754,13755,13758],{},"Без аугментації: ",[5195,13756,13757],{},"23% gap"," (97.89% train, 74% val) ❌",[5226,13760,13761,13762,13765],{},"З аугментацією: ",[5195,13763,13764],{},"\u003C1% gap"," (81% train, 81% val) ✅",[5226,13767,13768,13769,13771],{},"Аугментація змушує модель вивчати ",[5195,13770,6773],{},", а не конкретні приклади",[5191,13773,13774,13777,13778,13781,13782,13785],{},[5195,13775,13776],{},"Наступний крок:"," У наступній статті ми дізнаємося про ",[5195,13779,13780],{},"Transfer Learning"," — використання pre-trained моделей (ResNet, VGG), навчених на мільйонах зображень ImageNet, для прискорення навчання та досягнення ",[5195,13783,13784],{},">90% accuracy"," на CIFAR-10 без навчання з нуля.",[5374,13787],{},[5186,13789,13791],{"id":13790},"запитання-для-самоконтролю","Запитання для самоконтролю",[13793,13794,13795,13856,13910,13996,14026],"accordion",{},[13796,13797,13800,13806,13814,13819,13839,13846],"accordion-item",{"icon":13798,"label":13799},"i-lucide-help-circle","❓ Чому BatchNorm додається ПІСЛЯ Conv2d, а не перед?",[5191,13801,13802,13805],{},[5195,13803,13804],{},"Відповідь:"," Стандартний порядок у сучасних CNN:",[5393,13807,13812],{"className":13808,"code":13810,"language":13811},[13809],"language-text","Conv2d → BatchNorm → ReLU\n","text",[5400,13813,13810],{"__ignoreMap":5398},[5191,13815,13816],{},[5195,13817,13818],{},"Обґрунтування:",[9357,13820,13821,13829,13834],{},[5226,13822,13823,13825,13826],{},[5195,13824,9099],{}," застосовує лінійну трансформацію ",[7657,13827],{"tex":13828,":inline":7660},"Wx + b",[5226,13830,13831,13833],{},[5195,13832,7642],{}," нормалізує розподіл активацій, роблячи його стабільним (mean=0, std=1)",[5226,13835,13836,13838],{},[5195,13837,9106],{}," вводить нелінійність",[5191,13840,13841,13842,13845],{},"Якби BatchNorm був ",[5195,13843,13844],{},"перед"," Conv2d, нормалізація застосовувалася б до вхідних даних, але Conv сам змінює їх розподіл → BatchNorm втрачає сенс.",[5191,13847,13848,13851,13852,13855],{},[5195,13849,13850],{},"Винят: у ResNet та деяких сучасніх архітектурах"," використовується порядок ",[5400,13853,13854],{},"BN → ReLU → Conv"," (pre-activation), але це вже advanced техніка.",[13796,13857,13859,13868,13873,13884,13889,13900],{"icon":13798,"label":13858},"❓ Чому RandomVerticalFlip НЕ використовується для CIFAR-10?",[5191,13860,13861,13863,13864,13867],{},[5195,13862,13804],{}," Вертикальне відзеркалення ",[5195,13865,13866],{},"порушує фізичну реалістичність"," для більшості об'єктів:",[5191,13869,13870],{},[5195,13871,13872],{},"Неприродні результати:",[5223,13874,13875,13878,13881],{},[5226,13876,13877],{},"Літак догори ногами — нереалістично (літаки не літають у такій орієнтації)",[5226,13879,13880],{},"Автомобіль догори колесами — не буває на дорозі",[5226,13882,13883],{},"Собака\u002Fкіт догори ногами — протиприродно",[5191,13885,13886],{},[5195,13887,13888],{},"Коли вертикальне відзеркалення корисне:",[5223,13890,13891,13894,13897],{},[5226,13892,13893],{},"Медичні зображення (рентген, МРТ) — тіло симетричне",[5226,13895,13896],{},"Мікроскопічні зображення клітин",[5226,13898,13899],{},"Абстрактні текстури без чіткої орієнтації",[5191,13901,13902,13905,13906,13909],{},[5195,13903,13904],{},"Правило:"," Використовуйте лише ті аугментації, що ",[5195,13907,13908],{},"зберігають реалістичність"," для вашого домену.",[13796,13911,13913,13918,13923,13938,13943,13957,13962,13977],{"icon":13798,"label":13912},"❓ Як вибрати силу аугментації (brightness=0.2 vs 0.5)?",[5191,13914,13915],{},[5195,13916,13917],{},"Загальне правило:",[5191,13919,13920],{},[5195,13921,13922],{},"Слабка аугментація (0.1-0.2):",[5223,13924,13925,13932,13935],{},[5226,13926,13927,13928,13931],{},"Для датасетів з ",[5195,13929,13930],{},"великою варіативністю"," (ImageNet, COCO)",[5226,13933,13934],{},"Коли зображення вже різноманітні",[5226,13936,13937],{},"Ризик: недостатня регуляризація",[5191,13939,13940],{},[5195,13941,13942],{},"Середня аугментація (0.2-0.3):",[5223,13944,13945,13951,13954],{},[5226,13946,13947,13950],{},[5195,13948,13949],{},"Стандартний вибір"," для більшості задач",[5226,13952,13953],{},"CIFAR-10, MNIST, медичні зображення",[5226,13955,13956],{},"Баланс між генералізацією та збереженням ознак",[5191,13958,13959],{},[5195,13960,13961],{},"Сильна аугментація (0.4-0.6):",[5223,13963,13964,13971,13974],{},[5226,13965,13966,13967,13970],{},"Для ",[5195,13968,13969],{},"дуже малих датасетів"," (\u003C5000 зображень)",[5226,13972,13973],{},"Коли перенавчання критичне",[5226,13975,13976],{},"Ризик: руйнування важливих ознак",[5191,13978,13979,13982,13983,5725,13986,5725,13989,5725,13992,13995],{},[5195,13980,13981],{},"Практична порада:"," Почніть із ",[5400,13984,13985],{},"brightness=0.2",[5400,13987,13988],{},"contrast=0.2",[5400,13990,13991],{},"saturation=0.2",[5400,13993,13994],{},"hue=0.1",". Якщо overfitting залишається — збільшуйте до 0.3-0.4.",[13796,13997,14000,14010,14016],{"icon":13998,"label":13999},"i-lucide-clipboard-list","📋 Завдання: додати Cutout аугментацію",[5191,14001,14002,14005,14006,14009],{},[5195,14003,14004],{},"Умова:"," Реалізуйте техніку ",[5195,14007,14008],{},"Cutout"," — випадкове вирізання квадратних ділянок (наприклад, 8×8 пікселів) зі зображення та заповнення їх нулями (чорним кольором).",[5191,14011,14012,14015],{},[5195,14013,14014],{},"Мета:"," Змусити модель не покладатися на окремі критичні ділянки зображення, а вивчати розподілені ознаки.",[5191,14017,14018,14021,14022,14025],{},[5195,14019,14020],{},"Підказка:"," Використайте ",[5400,14023,14024],{},"transforms.RandomErasing"," з PyTorch або напишіть власний клас трансформації.",[13796,14027,14029,14034,14201,14206,14229],{"icon":12736,"label":14028},"✅ Розв'язок завдання",[5191,14030,14031],{},[5195,14032,14033],{},"Реалізація Cutout через RandomErasing:",[5393,14035,14037],{"className":5395,"code":14036,"language":5397,"meta":5398,"style":5398},"transform_with_cutout = transforms.Compose([\n    transforms.RandomHorizontalFlip(p=0.5),\n    transforms.RandomCrop(32, padding=4),\n    transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.1),\n    transforms.ToTensor(),\n    transforms.Normalize(cifar10_mean, cifar10_std),\n    transforms.RandomErasing(\n        p=0.5,              # 50% шанс застосування\n        scale=(0.02, 0.1),  # Вирізати 2-10% площі зображення\n        ratio=(0.3, 3.3),   # Співвідношення сторін квадрата\n        value='random'      # Заповнити випадковим шумом (можна 0 для чорного)\n    )\n])\n",[5400,14038,14039,14044,14057,14073,14110,14114,14119,14124,14139,14159,14179,14192,14197],{"__ignoreMap":5398},[5403,14040,14041],{"class":5405,"line":5406},[5403,14042,14043],{"class":5413},"transform_with_cutout = transforms.Compose([\n",[5403,14045,14046,14048,14050,14052,14054],{"class":5405,"line":5417},[5403,14047,6887],{"class":5413},[5403,14049,5191],{"class":5803},[5403,14051,5807],{"class":5413},[5403,14053,6894],{"class":5576},[5403,14055,14056],{"class":5413},"),\n",[5403,14058,14059,14061,14063,14065,14067,14069,14071],{"class":5405,"line":5431},[5403,14060,6905],{"class":5413},[5403,14062,6632],{"class":5576},[5403,14064,5725],{"class":5413},[5403,14066,6912],{"class":5803},[5403,14068,5807],{"class":5413},[5403,14070,6866],{"class":5576},[5403,14072,14056],{"class":5413},[5403,14074,14075,14078,14080,14082,14084,14086,14088,14090,14092,14094,14096,14098,14100,14102,14104,14106,14108],{"class":5405,"line":5444},[5403,14076,14077],{"class":5413},"    transforms.ColorJitter(",[5403,14079,6829],{"class":5803},[5403,14081,5807],{"class":5413},[5403,14083,6937],{"class":5576},[5403,14085,5725],{"class":5413},[5403,14087,6838],{"class":5803},[5403,14089,5807],{"class":5413},[5403,14091,6937],{"class":5576},[5403,14093,5725],{"class":5413},[5403,14095,6846],{"class":5803},[5403,14097,5807],{"class":5413},[5403,14099,6937],{"class":5576},[5403,14101,5725],{"class":5413},[5403,14103,6854],{"class":5803},[5403,14105,5807],{"class":5413},[5403,14107,6982],{"class":5576},[5403,14109,14056],{"class":5413},[5403,14111,14112],{"class":5405,"line":5458},[5403,14113,5774],{"class":5413},[5403,14115,14116],{"class":5405,"line":5466},[5403,14117,14118],{"class":5413},"    transforms.Normalize(cifar10_mean, cifar10_std),\n",[5403,14120,14121],{"class":5405,"line":5479},[5403,14122,14123],{"class":5413},"    transforms.RandomErasing(\n",[5403,14125,14126,14129,14131,14133,14136],{"class":5405,"line":5492},[5403,14127,14128],{"class":5803},"        p",[5403,14130,5807],{"class":5413},[5403,14132,6894],{"class":5576},[5403,14134,14135],{"class":5413},",              ",[5403,14137,14138],{"class":5541},"# 50% шанс застосування\n",[5403,14140,14141,14144,14146,14149,14151,14153,14156],{"class":5405,"line":5505},[5403,14142,14143],{"class":5803},"        scale",[5403,14145,6272],{"class":5413},[5403,14147,14148],{"class":5576},"0.02",[5403,14150,5725],{"class":5413},[5403,14152,6982],{"class":5576},[5403,14154,14155],{"class":5413},"),  ",[5403,14157,14158],{"class":5541},"# Вирізати 2-10% площі зображення\n",[5403,14160,14161,14164,14166,14168,14170,14173,14176],{"class":5405,"line":5518},[5403,14162,14163],{"class":5803},"        ratio",[5403,14165,6272],{"class":5413},[5403,14167,11334],{"class":5576},[5403,14169,5725],{"class":5413},[5403,14171,14172],{"class":5576},"3.3",[5403,14174,14175],{"class":5413},"),   ",[5403,14177,14178],{"class":5541},"# Співвідношення сторін квадрата\n",[5403,14180,14181,14184,14186,14189],{"class":5405,"line":5531},[5403,14182,14183],{"class":5803},"        value",[5403,14185,5807],{"class":5413},[5403,14187,14188],{"class":5551},"'random'",[5403,14190,14191],{"class":5541},"      # Заповнити випадковим шумом (можна 0 для чорного)\n",[5403,14193,14194],{"class":5405,"line":5538},[5403,14195,14196],{"class":5413},"    )\n",[5403,14198,14199],{"class":5405,"line":5545},[5403,14200,5784],{"class":5413},[5191,14202,14203],{},[5195,14204,14205],{},"Чому це працює:",[5223,14207,14208,14215,14222],{},[5226,14209,14210,14211,14214],{},"Модель не може покладатися на ",[5195,14212,14213],{},"одну критичну ділянку"," (наприклад, лише на голову кішки)",[5226,14216,14217,14218,14221],{},"Змушена вивчати ",[5195,14219,14220],{},"розподілені ознаки"," (тіло, лапи, хвіст)",[5226,14223,14224,14225,14228],{},"Схоже на ",[5195,14226,14227],{},"Dropout для пікселів"," — регуляризація на рівні входу",[5191,14230,14231,14234],{},[5195,14232,14233],{},"Очікуваний ефект:"," +1-2% accuracy на CIFAR-10, особливо для малих датасетів.",[14236,14237,14238],"style",{},"html pre.shiki code .s8xlr, html code.shiki .s8xlr{--shiki-light:#AF00DB;--shiki-default:#C586C0;--shiki-dark:#C586C0}html pre.shiki code .sHH4Y, html code.shiki .sHH4Y{--shiki-light:#000000;--shiki-default:#D4D4D4;--shiki-dark:#D4D4D4}html pre.shiki code .spJ8K, html code.shiki .spJ8K{--shiki-light:#008000;--shiki-default:#6A9955;--shiki-dark:#6A9955}html pre.shiki code .sbdoH, html code.shiki .sbdoH{--shiki-light:#A31515;--shiki-default:#CE9178;--shiki-dark:#CE9178}html pre.shiki code .sJj4R, html code.shiki .sJj4R{--shiki-light:#098658;--shiki-default:#B5CEA8;--shiki-dark:#B5CEA8}html pre.shiki code .s8Opu, html code.shiki .s8Opu{--shiki-light:#795E26;--shiki-default:#DCDCAA;--shiki-dark:#DCDCAA}html pre.shiki code .su1O8, html code.shiki .su1O8{--shiki-light:#0000FF;--shiki-default:#569CD6;--shiki-dark:#569CD6}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .siwwj, html code.shiki .siwwj{--shiki-light:#001080;--shiki-default:#9CDCFE;--shiki-dark:#9CDCFE}html pre.shiki code .sjcCO, html code.shiki .sjcCO{--shiki-light:#EE0000;--shiki-default:#D7BA7D;--shiki-dark:#D7BA7D}html pre.shiki code .sN1BT, html code.shiki .sN1BT{--shiki-light:#267F99;--shiki-default:#4EC9B0;--shiki-dark:#4EC9B0}",{"title":5398,"searchDepth":5417,"depth":5417,"links":14240},[14241,14242,14243,14249,14253,14254,14255,14258,14259],{"id":5188,"depth":5417,"text":5189},{"id":5378,"depth":5417,"text":5379},{"id":6733,"depth":5417,"text":6734,"children":14244},[14245,14246,14247,14248],{"id":6749,"depth":5431,"text":6750},{"id":6780,"depth":5431,"text":6781},{"id":6799,"depth":5431,"text":6800},{"id":6815,"depth":5431,"text":6816},{"id":7619,"depth":5417,"text":7620,"children":14250},[14251,14252],{"id":7634,"depth":5431,"text":7635},{"id":8124,"depth":5431,"text":8125},{"id":9422,"depth":5417,"text":9423},{"id":10990,"depth":5417,"text":10991},{"id":12812,"depth":5417,"text":12813,"children":14256},[14257],{"id":13617,"depth":5431,"text":13618},{"id":13704,"depth":5417,"text":13705},{"id":13790,"depth":5417,"text":13791},"Навчання згорткових мереж на кольорових зображеннях CIFAR-10. Data Augmentation для покращення генералізації, Batch Normalization та Dropout для боротьби з перенавчанням.","md",null,{},{"title":3943,"description":14260},"dmoGRJPxJDwnAkQyoZoFef0GPNrgvR0uYQ7TdVgkyrw",[14267,14269],{"title":3939,"path":3940,"stem":3941,"description":14268,"children":-1},"Побудова згорткової нейронної мережі на PyTorch для розпізнавання рукописних цифр. Цикл навчання, візуалізація метрик, аналіз помилок та Confusion Matrix.",{"title":3947,"path":3948,"stem":3949,"description":14270,"children":-1},"Використання pre-trained моделей для прискорення навчання. Feature Extraction vs Fine-Tuning. Візуалізація Feature Maps, фільтрів та важливих областей зображень через Grad-CAM.",1791986948521]