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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":3968,"body":5182,"description":12029,"extension":12030,"links":12031,"meta":12032,"navigation":5467,"path":3969,"seo":12033,"stem":3970,"__hash__":12034},"docs\u002F16.ai-python\u002F16.batching-normalization-deep-networks\u002F04.dropout-and-regularization.md",{"type":5183,"value":5184,"toc":12002},"minimark",[5185,5190,5199,5210,5226,5261,5268,5340,5343,5347,5358,5363,5370,6481,6519,6523,6526,6569,6571,6575,6585,6589,6592,6632,6635,6827,6831,6838,6843,6846,6864,6869,6872,6884,6896,6908,6913,6916,6923,6958,6960,6964,6967,6971,6978,6983,6991,6998,7005,7009,7016,7019,7030,7035,7042,7060,7064,7071,7074,7081,7083,7087,7094,7745,7841,7843,7847,7850,7854,7859,7879,7884,7905,7909,7914,7951,7956,7976,8018,8022,8122,8124,8128,8135,8222,8226,11454,11526,11528,11532,11542,11699,11701,11705,11885,11989,11991,11998],[5186,5187,5189],"h2",{"id":5188},"боротьба-з-перенавчанням-коли-модель-запамятовує-замість-розуміє","Боротьба з перенавчанням — коли модель «запам'ятовує» замість «розуміє»",[5191,5192,5193,5194,5198],"p",{},"У попередній статті ми опанували Batch Normalization — потужну техніку стабілізації навчання глибоких мереж. BN дозволяє використовувати великі learning rates, зменшує залежність від ініціалізації та навіть діє як імпліцитна регуляризація. Але що, якщо ваша модель ",[5195,5196,5197],"strong",{},"надто добре"," навчається на тренувальних даних?",[5191,5200,5201,5202,5205,5206,5209],{},"Уявіть ситуацію: ви навчаєте CNN на датасеті з 5000 зображень. Після 50 епох train accuracy досягає ",[5195,5203,5204],{},"99.5%"," — фантастика! Ви радісно тестуєте модель на новому датасеті і... отримуєте лише ",[5195,5207,5208],{},"65%",". Що пішло не так?",[5191,5211,5212,5213,5216,5217,5221,5222,5225],{},"Це класичний випадок ",[5195,5214,5215],{},"перенавчання"," (",[5218,5219,5220],"em",{},"overfitting","): модель не вивчила загальні закономірності розпізнавання об'єктів, а ",[5195,5223,5224],{},"запам'ятала"," конкретні тренувальні зображення. Вона «вивчила підручник напам'ять», але не зрозуміла матеріал. При зустрічі з новими даними модель безпорадна.",[5227,5228,5229,5249],"card-group",{},[5230,5231,5234,5240,5246],"card",{"icon":5232,"title":5233},"i-lucide-graduation-cap","📚 Аналогія: екзамен у студентів",[5191,5235,5236,5239],{},[5195,5237,5238],{},"Студент A (Overfit):"," Вивчив напам'ять усі приклади з підручника. На екзамені отримує ті самі завдання — 100%. Змініть формулювання — провал.",[5191,5241,5242,5245],{},[5195,5243,5244],{},"Студент B (Генералізація):"," Зрозумів концепції та підходи. На екзамені вирішує нові завдання за аналогією — 85%. Стабільний результат на будь-яких варіантах.",[5191,5247,5248],{},"Ми хочемо, щоб наші моделі були як студент B!",[5230,5250,5252,5253,5256,5257,5260],{"icon":2865,"title":5251},"💾 Ємність моделі vs розмір датасету","Модель із ",[5195,5254,5255],{},"10 мільйонами параметрів"," може «запам'ятати» тренувальний датасет із ",[5195,5258,5259],{},"10 тисяч"," прикладів. Це як використовувати 1TB SSD для зберігання одного Word документу — величезний надлишок ємності призводить до memorization.",[5191,5262,5263,5264,5267],{},"Перенавчання — одна з центральних проблем машинного навчання. За останні роки розроблено безліч технік боротьби з ним. У цій статті ми детально розглянемо ",[5195,5265,5266],{},"Dropout"," — елегантну та надзвичайно ефективну техніку, запропоновану у 2012 році, яка досі широко використовується.",[5227,5269,5270,5296],{},[5230,5271,5274],{"icon":5272,"title":5273},"i-lucide-target","🎯 Мета статті",[5275,5276,5277,5281,5284,5287,5290,5293],"ul",{},[5278,5279,5280],"li",{},"Зрозуміти природу перенавчання та його візуальні ознаки",[5278,5282,5283],{},"Опанувати ідею та математику Dropout: випадкове вимикання нейронів",[5278,5285,5286],{},"Дослідити, чому Dropout запобігає ко-адаптації нейронів",[5278,5288,5289],{},"Навчитися правильно використовувати Dropout у PyTorch (train\u002Feval режими)",[5278,5291,5292],{},"Комбінувати регуляризаційні техніки: Dropout, BatchNorm, Weight Decay, Data Augmentation",[5278,5294,5295],{},"Провести експеримент на CIFAR-10 з різними стратегіями",[5230,5297,5299],{"icon":4618,"title":5298},"🔑 Ключові терміни",[5275,5300,5301,5307,5318,5324,5330],{},[5278,5302,5303,5306],{},[5195,5304,5305],{},"Overfitting (перенавчання):"," модель занадто точно підлаштовується під тренувальні дані, втрачаючи здатність генералізувати",[5278,5308,5309,5312,5313,5317],{},[5195,5310,5311],{},"Dropout:"," випадкове вимикання нейронів з ймовірністю ",[5314,5315],"math-formula",{"tex":5191,":inline":5316},"true"," під час навчання",[5278,5319,5320,5323],{},[5195,5321,5322],{},"Co-adaptation:"," нейрони «спеціалізуються» на корекції помилок один одного замість вивчення загальних ознак",[5278,5325,5326,5329],{},[5195,5327,5328],{},"Ensemble Effect:"," Dropout створює ансамбль експоненціально багатьох підмереж",[5278,5331,5332,5335,5336,5339],{},[5195,5333,5334],{},"Inverted Dropout:"," масштабування активацій на ",[5314,5337],{"tex":5338,":inline":5316},"1\u002F(1-p)"," під час тренування (стандарт PyTorch)",[5341,5342],"hr",{},[5186,5344,5346],{"id":5345},"нагадування-що-таке-перенавчання","Нагадування: що таке перенавчання",[5191,5348,5349,5350,5353,5354,5357],{},"Перш ніж перейти до розв'язання, переконаймося, що ми чітко розуміємо проблему. Перенавчання виникає, коли модель має ",[5195,5351,5352],{},"занадто багато параметрів"," відносно ",[5195,5355,5356],{},"кількості тренувальних даних",".",[5359,5360,5362],"h3",{"id":5361},"візуалізація-перенавчання","Візуалізація перенавчання",[5191,5364,5365,5366,5369],{},"Розглянемо класичну задачу поліноміальної регресії. Маємо 20 точок даних, згенерованих з функції ",[5314,5367],{"tex":5368,":inline":5316},"y = \\sin(2\\pi x) + \\text{noise}",". Спробуємо апроксимувати їх поліномами різного ступеня.",[5371,5372,5375],"jupyter-notebook",{"title":5373,"kernel":5374},"overfitting_visualization.ipynb","Python 3.11 (ipykernel)",[5376,5377,5380,6471],"jupyter-cell",{"execution-count":5378,"execution-time":5379},"1","0.85s",[5381,5382,5387],"pre",{"className":5383,"code":5384,"language":5385,"meta":5386,"style":5386},"language-python shiki shiki-themes light-plus dark-plus dark-plus","import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.preprocessing import PolynomialFeatures\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.metrics import mean_squared_error\n\n# Генерація даних\nnp.random.seed(42)\nn_samples = 20\nX_train = np.sort(np.random.uniform(0, 1, n_samples))\ny_train = np.sin(2 * np.pi * X_train) + np.random.normal(0, 0.1, n_samples)\n\n# Тестові дані (справжня функція)\nX_test = np.linspace(0, 1, 100)\ny_test_true = np.sin(2 * np.pi * X_test)\n\n# Апроксимація поліномами різних ступенів\ndegrees = [1, 4, 15]\nmodels = {}\n\nfor degree in degrees:\n    poly_features = PolynomialFeatures(degree=degree)\n    X_train_poly = poly_features.fit_transform(X_train.reshape(-1, 1))\n    X_test_poly = poly_features.transform(X_test.reshape(-1, 1))\n    \n    model = LinearRegression()\n    model.fit(X_train_poly, y_train)\n    \n    y_train_pred = model.predict(X_train_poly)\n    y_test_pred = model.predict(X_test_poly)\n    \n    train_mse = mean_squared_error(y_train, y_train_pred)\n    test_mse = mean_squared_error(y_test_true, y_test_pred)\n    \n    models[degree] = {\n        'model': model,\n        'y_test_pred': y_test_pred,\n        'train_mse': train_mse,\n        'test_mse': test_mse\n    }\n\n# Візуалізація\nfig, axes = plt.subplots(1, 3, figsize=(18, 5))\n\nfor idx, degree in enumerate(degrees):\n    ax = axes[idx]\n    \n    # Справжня функція\n    ax.plot(X_test, y_test_true, 'g--', linewidth=2, alpha=0.7, label='Справжня функція')\n    \n    # Тренувальні точки\n    ax.scatter(X_train, y_train, color='blue', s=80, alpha=0.7, \n               edgecolor='black', linewidth=1.5, label='Тренувальні дані', zorder=5)\n    \n    # Апроксимація\n    ax.plot(X_test, models[degree]['y_test_pred'], 'r-', linewidth=2.5, \n            label=f'Поліном степеня {degree}')\n    \n    ax.set_xlabel('x', fontsize=12)\n    ax.set_ylabel('y', fontsize=12)\n    ax.set_ylim([-1.5, 1.5])\n    ax.grid(alpha=0.3)\n    ax.legend(fontsize=10)\n    \n    # Статистика\n    train_mse = models[degree]['train_mse']\n    test_mse = models[degree]['test_mse']\n    \n    if degree == 1:\n        title = f'Underfitting (ступінь {degree})'\n        status = '❌ Занадто проста'\n    elif degree == 4:\n        title = f'Хороша генералізація (ступінь {degree})'\n        status = '✅ Баланс'\n    else:\n        title = f'Overfitting (ступінь {degree})'\n        status = '❌ Надто складна'\n    \n    ax.set_title(f'{title}\\nTrain MSE: {train_mse:.4f}, Test MSE: {test_mse:.4f}',\n                 fontsize=11, fontweight='bold')\n    ax.text(0.5, -1.3, status, ha='center', fontsize=12, \n            bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n\nplt.tight_layout()\nplt.show()\n","python","",[5388,5389,5390,5409,5422,5436,5449,5462,5469,5476,5489,5498,5515,5537,5542,5548,5567,5578,5583,5589,5610,5616,5621,5636,5649,5664,5678,5684,5690,5696,5701,5707,5713,5718,5724,5730,5735,5741,5751,5760,5769,5778,5784,5789,5795,5826,5831,5848,5854,5859,5865,5906,5911,5917,5952,5992,5997,6003,6029,6057,6062,6083,6102,6117,6132,6147,6152,6158,6169,6180,6185,6199,6219,6228,6240,6258,6266,6274,6292,6300,6305,6352,6375,6411,6454,6459,6465],"code",{"__ignoreMap":5386},[5391,5392,5395,5399,5403,5406],"span",{"class":5393,"line":5394},"line",1,[5391,5396,5398],{"class":5397},"s8xlr","import",[5391,5400,5402],{"class":5401},"sHH4Y"," numpy ",[5391,5404,5405],{"class":5397},"as",[5391,5407,5408],{"class":5401}," np\n",[5391,5410,5412,5414,5417,5419],{"class":5393,"line":5411},2,[5391,5413,5398],{"class":5397},[5391,5415,5416],{"class":5401}," matplotlib.pyplot ",[5391,5418,5405],{"class":5397},[5391,5420,5421],{"class":5401}," plt\n",[5391,5423,5425,5428,5431,5433],{"class":5393,"line":5424},3,[5391,5426,5427],{"class":5397},"from",[5391,5429,5430],{"class":5401}," sklearn.preprocessing ",[5391,5432,5398],{"class":5397},[5391,5434,5435],{"class":5401}," PolynomialFeatures\n",[5391,5437,5439,5441,5444,5446],{"class":5393,"line":5438},4,[5391,5440,5427],{"class":5397},[5391,5442,5443],{"class":5401}," sklearn.linear_model ",[5391,5445,5398],{"class":5397},[5391,5447,5448],{"class":5401}," LinearRegression\n",[5391,5450,5452,5454,5457,5459],{"class":5393,"line":5451},5,[5391,5453,5427],{"class":5397},[5391,5455,5456],{"class":5401}," sklearn.metrics ",[5391,5458,5398],{"class":5397},[5391,5460,5461],{"class":5401}," mean_squared_error\n",[5391,5463,5465],{"class":5393,"line":5464},6,[5391,5466,5468],{"emptyLinePlaceholder":5467},true,"\n",[5391,5470,5472],{"class":5393,"line":5471},7,[5391,5473,5475],{"class":5474},"spJ8K","# Генерація даних\n",[5391,5477,5479,5482,5486],{"class":5393,"line":5478},8,[5391,5480,5481],{"class":5401},"np.random.seed(",[5391,5483,5485],{"class":5484},"sJj4R","42",[5391,5487,5488],{"class":5401},")\n",[5391,5490,5492,5495],{"class":5393,"line":5491},9,[5391,5493,5494],{"class":5401},"n_samples = ",[5391,5496,5497],{"class":5484},"20\n",[5391,5499,5501,5504,5507,5510,5512],{"class":5393,"line":5500},10,[5391,5502,5503],{"class":5401},"X_train = np.sort(np.random.uniform(",[5391,5505,5506],{"class":5484},"0",[5391,5508,5509],{"class":5401},", ",[5391,5511,5378],{"class":5484},[5391,5513,5514],{"class":5401},", n_samples))\n",[5391,5516,5518,5521,5524,5527,5529,5531,5534],{"class":5393,"line":5517},11,[5391,5519,5520],{"class":5401},"y_train = np.sin(",[5391,5522,5523],{"class":5484},"2",[5391,5525,5526],{"class":5401}," * np.pi * X_train) + np.random.normal(",[5391,5528,5506],{"class":5484},[5391,5530,5509],{"class":5401},[5391,5532,5533],{"class":5484},"0.1",[5391,5535,5536],{"class":5401},", n_samples)\n",[5391,5538,5540],{"class":5393,"line":5539},12,[5391,5541,5468],{"emptyLinePlaceholder":5467},[5391,5543,5545],{"class":5393,"line":5544},13,[5391,5546,5547],{"class":5474},"# Тестові дані (справжня функція)\n",[5391,5549,5551,5554,5556,5558,5560,5562,5565],{"class":5393,"line":5550},14,[5391,5552,5553],{"class":5401},"X_test = np.linspace(",[5391,5555,5506],{"class":5484},[5391,5557,5509],{"class":5401},[5391,5559,5378],{"class":5484},[5391,5561,5509],{"class":5401},[5391,5563,5564],{"class":5484},"100",[5391,5566,5488],{"class":5401},[5391,5568,5570,5573,5575],{"class":5393,"line":5569},15,[5391,5571,5572],{"class":5401},"y_test_true = np.sin(",[5391,5574,5523],{"class":5484},[5391,5576,5577],{"class":5401}," * np.pi * X_test)\n",[5391,5579,5581],{"class":5393,"line":5580},16,[5391,5582,5468],{"emptyLinePlaceholder":5467},[5391,5584,5586],{"class":5393,"line":5585},17,[5391,5587,5588],{"class":5474},"# Апроксимація поліномами різних ступенів\n",[5391,5590,5592,5595,5597,5599,5602,5604,5607],{"class":5393,"line":5591},18,[5391,5593,5594],{"class":5401},"degrees = [",[5391,5596,5378],{"class":5484},[5391,5598,5509],{"class":5401},[5391,5600,5601],{"class":5484},"4",[5391,5603,5509],{"class":5401},[5391,5605,5606],{"class":5484},"15",[5391,5608,5609],{"class":5401},"]\n",[5391,5611,5613],{"class":5393,"line":5612},19,[5391,5614,5615],{"class":5401},"models = {}\n",[5391,5617,5619],{"class":5393,"line":5618},20,[5391,5620,5468],{"emptyLinePlaceholder":5467},[5391,5622,5624,5627,5630,5633],{"class":5393,"line":5623},21,[5391,5625,5626],{"class":5397},"for",[5391,5628,5629],{"class":5401}," degree ",[5391,5631,5632],{"class":5397},"in",[5391,5634,5635],{"class":5401}," degrees:\n",[5391,5637,5639,5642,5646],{"class":5393,"line":5638},22,[5391,5640,5641],{"class":5401},"    poly_features = PolynomialFeatures(",[5391,5643,5645],{"class":5644},"siwwj","degree",[5391,5647,5648],{"class":5401},"=degree)\n",[5391,5650,5652,5655,5657,5659,5661],{"class":5393,"line":5651},23,[5391,5653,5654],{"class":5401},"    X_train_poly = poly_features.fit_transform(X_train.reshape(-",[5391,5656,5378],{"class":5484},[5391,5658,5509],{"class":5401},[5391,5660,5378],{"class":5484},[5391,5662,5663],{"class":5401},"))\n",[5391,5665,5667,5670,5672,5674,5676],{"class":5393,"line":5666},24,[5391,5668,5669],{"class":5401},"    X_test_poly = poly_features.transform(X_test.reshape(-",[5391,5671,5378],{"class":5484},[5391,5673,5509],{"class":5401},[5391,5675,5378],{"class":5484},[5391,5677,5663],{"class":5401},[5391,5679,5681],{"class":5393,"line":5680},25,[5391,5682,5683],{"class":5401},"    \n",[5391,5685,5687],{"class":5393,"line":5686},26,[5391,5688,5689],{"class":5401},"    model = LinearRegression()\n",[5391,5691,5693],{"class":5393,"line":5692},27,[5391,5694,5695],{"class":5401},"    model.fit(X_train_poly, y_train)\n",[5391,5697,5699],{"class":5393,"line":5698},28,[5391,5700,5683],{"class":5401},[5391,5702,5704],{"class":5393,"line":5703},29,[5391,5705,5706],{"class":5401},"    y_train_pred = model.predict(X_train_poly)\n",[5391,5708,5710],{"class":5393,"line":5709},30,[5391,5711,5712],{"class":5401},"    y_test_pred = model.predict(X_test_poly)\n",[5391,5714,5716],{"class":5393,"line":5715},31,[5391,5717,5683],{"class":5401},[5391,5719,5721],{"class":5393,"line":5720},32,[5391,5722,5723],{"class":5401},"    train_mse = mean_squared_error(y_train, y_train_pred)\n",[5391,5725,5727],{"class":5393,"line":5726},33,[5391,5728,5729],{"class":5401},"    test_mse = mean_squared_error(y_test_true, y_test_pred)\n",[5391,5731,5733],{"class":5393,"line":5732},34,[5391,5734,5683],{"class":5401},[5391,5736,5738],{"class":5393,"line":5737},35,[5391,5739,5740],{"class":5401},"    models[degree] = {\n",[5391,5742,5744,5748],{"class":5393,"line":5743},36,[5391,5745,5747],{"class":5746},"sbdoH","        'model'",[5391,5749,5750],{"class":5401},": model,\n",[5391,5752,5754,5757],{"class":5393,"line":5753},37,[5391,5755,5756],{"class":5746},"        'y_test_pred'",[5391,5758,5759],{"class":5401},": y_test_pred,\n",[5391,5761,5763,5766],{"class":5393,"line":5762},38,[5391,5764,5765],{"class":5746},"        'train_mse'",[5391,5767,5768],{"class":5401},": train_mse,\n",[5391,5770,5772,5775],{"class":5393,"line":5771},39,[5391,5773,5774],{"class":5746},"        'test_mse'",[5391,5776,5777],{"class":5401},": test_mse\n",[5391,5779,5781],{"class":5393,"line":5780},40,[5391,5782,5783],{"class":5401},"    }\n",[5391,5785,5787],{"class":5393,"line":5786},41,[5391,5788,5468],{"emptyLinePlaceholder":5467},[5391,5790,5792],{"class":5393,"line":5791},42,[5391,5793,5794],{"class":5474},"# Візуалізація\n",[5391,5796,5798,5801,5803,5805,5808,5810,5813,5816,5819,5821,5824],{"class":5393,"line":5797},43,[5391,5799,5800],{"class":5401},"fig, axes = plt.subplots(",[5391,5802,5378],{"class":5484},[5391,5804,5509],{"class":5401},[5391,5806,5807],{"class":5484},"3",[5391,5809,5509],{"class":5401},[5391,5811,5812],{"class":5644},"figsize",[5391,5814,5815],{"class":5401},"=(",[5391,5817,5818],{"class":5484},"18",[5391,5820,5509],{"class":5401},[5391,5822,5823],{"class":5484},"5",[5391,5825,5663],{"class":5401},[5391,5827,5829],{"class":5393,"line":5828},44,[5391,5830,5468],{"emptyLinePlaceholder":5467},[5391,5832,5834,5836,5839,5841,5845],{"class":5393,"line":5833},45,[5391,5835,5626],{"class":5397},[5391,5837,5838],{"class":5401}," idx, degree ",[5391,5840,5632],{"class":5397},[5391,5842,5844],{"class":5843},"s8Opu"," enumerate",[5391,5846,5847],{"class":5401},"(degrees):\n",[5391,5849,5851],{"class":5393,"line":5850},46,[5391,5852,5853],{"class":5401},"    ax = axes[idx]\n",[5391,5855,5857],{"class":5393,"line":5856},47,[5391,5858,5683],{"class":5401},[5391,5860,5862],{"class":5393,"line":5861},48,[5391,5863,5864],{"class":5474},"    # Справжня функція\n",[5391,5866,5868,5871,5874,5876,5879,5882,5884,5886,5889,5891,5894,5896,5899,5901,5904],{"class":5393,"line":5867},49,[5391,5869,5870],{"class":5401},"    ax.plot(X_test, y_test_true, ",[5391,5872,5873],{"class":5746},"'g--'",[5391,5875,5509],{"class":5401},[5391,5877,5878],{"class":5644},"linewidth",[5391,5880,5881],{"class":5401},"=",[5391,5883,5523],{"class":5484},[5391,5885,5509],{"class":5401},[5391,5887,5888],{"class":5644},"alpha",[5391,5890,5881],{"class":5401},[5391,5892,5893],{"class":5484},"0.7",[5391,5895,5509],{"class":5401},[5391,5897,5898],{"class":5644},"label",[5391,5900,5881],{"class":5401},[5391,5902,5903],{"class":5746},"'Справжня функція'",[5391,5905,5488],{"class":5401},[5391,5907,5909],{"class":5393,"line":5908},50,[5391,5910,5683],{"class":5401},[5391,5912,5914],{"class":5393,"line":5913},51,[5391,5915,5916],{"class":5474},"    # Тренувальні точки\n",[5391,5918,5920,5923,5926,5928,5931,5933,5936,5938,5941,5943,5945,5947,5949],{"class":5393,"line":5919},52,[5391,5921,5922],{"class":5401},"    ax.scatter(X_train, y_train, ",[5391,5924,5925],{"class":5644},"color",[5391,5927,5881],{"class":5401},[5391,5929,5930],{"class":5746},"'blue'",[5391,5932,5509],{"class":5401},[5391,5934,5935],{"class":5644},"s",[5391,5937,5881],{"class":5401},[5391,5939,5940],{"class":5484},"80",[5391,5942,5509],{"class":5401},[5391,5944,5888],{"class":5644},[5391,5946,5881],{"class":5401},[5391,5948,5893],{"class":5484},[5391,5950,5951],{"class":5401},", \n",[5391,5953,5955,5958,5960,5963,5965,5967,5969,5972,5974,5976,5978,5981,5983,5986,5988,5990],{"class":5393,"line":5954},53,[5391,5956,5957],{"class":5644},"               edgecolor",[5391,5959,5881],{"class":5401},[5391,5961,5962],{"class":5746},"'black'",[5391,5964,5509],{"class":5401},[5391,5966,5878],{"class":5644},[5391,5968,5881],{"class":5401},[5391,5970,5971],{"class":5484},"1.5",[5391,5973,5509],{"class":5401},[5391,5975,5898],{"class":5644},[5391,5977,5881],{"class":5401},[5391,5979,5980],{"class":5746},"'Тренувальні дані'",[5391,5982,5509],{"class":5401},[5391,5984,5985],{"class":5644},"zorder",[5391,5987,5881],{"class":5401},[5391,5989,5823],{"class":5484},[5391,5991,5488],{"class":5401},[5391,5993,5995],{"class":5393,"line":5994},54,[5391,5996,5683],{"class":5401},[5391,5998,6000],{"class":5393,"line":5999},55,[5391,6001,6002],{"class":5474},"    # Апроксимація\n",[5391,6004,6006,6009,6012,6015,6018,6020,6022,6024,6027],{"class":5393,"line":6005},56,[5391,6007,6008],{"class":5401},"    ax.plot(X_test, models[degree][",[5391,6010,6011],{"class":5746},"'y_test_pred'",[5391,6013,6014],{"class":5401},"], ",[5391,6016,6017],{"class":5746},"'r-'",[5391,6019,5509],{"class":5401},[5391,6021,5878],{"class":5644},[5391,6023,5881],{"class":5401},[5391,6025,6026],{"class":5484},"2.5",[5391,6028,5951],{"class":5401},[5391,6030,6032,6035,6037,6041,6044,6047,6049,6052,6055],{"class":5393,"line":6031},57,[5391,6033,6034],{"class":5644},"            label",[5391,6036,5881],{"class":5401},[5391,6038,6040],{"class":6039},"su1O8","f",[5391,6042,6043],{"class":5746},"'Поліном степеня ",[5391,6045,6046],{"class":6039},"{",[5391,6048,5645],{"class":5401},[5391,6050,6051],{"class":6039},"}",[5391,6053,6054],{"class":5746},"'",[5391,6056,5488],{"class":5401},[5391,6058,6060],{"class":5393,"line":6059},58,[5391,6061,5683],{"class":5401},[5391,6063,6065,6068,6071,6073,6076,6078,6081],{"class":5393,"line":6064},59,[5391,6066,6067],{"class":5401},"    ax.set_xlabel(",[5391,6069,6070],{"class":5746},"'x'",[5391,6072,5509],{"class":5401},[5391,6074,6075],{"class":5644},"fontsize",[5391,6077,5881],{"class":5401},[5391,6079,6080],{"class":5484},"12",[5391,6082,5488],{"class":5401},[5391,6084,6086,6089,6092,6094,6096,6098,6100],{"class":5393,"line":6085},60,[5391,6087,6088],{"class":5401},"    ax.set_ylabel(",[5391,6090,6091],{"class":5746},"'y'",[5391,6093,5509],{"class":5401},[5391,6095,6075],{"class":5644},[5391,6097,5881],{"class":5401},[5391,6099,6080],{"class":5484},[5391,6101,5488],{"class":5401},[5391,6103,6105,6108,6110,6112,6114],{"class":5393,"line":6104},61,[5391,6106,6107],{"class":5401},"    ax.set_ylim([-",[5391,6109,5971],{"class":5484},[5391,6111,5509],{"class":5401},[5391,6113,5971],{"class":5484},[5391,6115,6116],{"class":5401},"])\n",[5391,6118,6120,6123,6125,6127,6130],{"class":5393,"line":6119},62,[5391,6121,6122],{"class":5401},"    ax.grid(",[5391,6124,5888],{"class":5644},[5391,6126,5881],{"class":5401},[5391,6128,6129],{"class":5484},"0.3",[5391,6131,5488],{"class":5401},[5391,6133,6135,6138,6140,6142,6145],{"class":5393,"line":6134},63,[5391,6136,6137],{"class":5401},"    ax.legend(",[5391,6139,6075],{"class":5644},[5391,6141,5881],{"class":5401},[5391,6143,6144],{"class":5484},"10",[5391,6146,5488],{"class":5401},[5391,6148,6150],{"class":5393,"line":6149},64,[5391,6151,5683],{"class":5401},[5391,6153,6155],{"class":5393,"line":6154},65,[5391,6156,6157],{"class":5474},"    # Статистика\n",[5391,6159,6161,6164,6167],{"class":5393,"line":6160},66,[5391,6162,6163],{"class":5401},"    train_mse = models[degree][",[5391,6165,6166],{"class":5746},"'train_mse'",[5391,6168,5609],{"class":5401},[5391,6170,6172,6175,6178],{"class":5393,"line":6171},67,[5391,6173,6174],{"class":5401},"    test_mse = models[degree][",[5391,6176,6177],{"class":5746},"'test_mse'",[5391,6179,5609],{"class":5401},[5391,6181,6183],{"class":5393,"line":6182},68,[5391,6184,5683],{"class":5401},[5391,6186,6188,6191,6194,6196],{"class":5393,"line":6187},69,[5391,6189,6190],{"class":5397},"    if",[5391,6192,6193],{"class":5401}," degree == ",[5391,6195,5378],{"class":5484},[5391,6197,6198],{"class":5401},":\n",[5391,6200,6202,6205,6207,6210,6212,6214,6216],{"class":5393,"line":6201},70,[5391,6203,6204],{"class":5401},"        title = ",[5391,6206,6040],{"class":6039},[5391,6208,6209],{"class":5746},"'Underfitting (ступінь ",[5391,6211,6046],{"class":6039},[5391,6213,5645],{"class":5401},[5391,6215,6051],{"class":6039},[5391,6217,6218],{"class":5746},")'\n",[5391,6220,6222,6225],{"class":5393,"line":6221},71,[5391,6223,6224],{"class":5401},"        status = ",[5391,6226,6227],{"class":5746},"'❌ Занадто проста'\n",[5391,6229,6231,6234,6236,6238],{"class":5393,"line":6230},72,[5391,6232,6233],{"class":5397},"    elif",[5391,6235,6193],{"class":5401},[5391,6237,5601],{"class":5484},[5391,6239,6198],{"class":5401},[5391,6241,6243,6245,6247,6250,6252,6254,6256],{"class":5393,"line":6242},73,[5391,6244,6204],{"class":5401},[5391,6246,6040],{"class":6039},[5391,6248,6249],{"class":5746},"'Хороша генералізація (ступінь ",[5391,6251,6046],{"class":6039},[5391,6253,5645],{"class":5401},[5391,6255,6051],{"class":6039},[5391,6257,6218],{"class":5746},[5391,6259,6261,6263],{"class":5393,"line":6260},74,[5391,6262,6224],{"class":5401},[5391,6264,6265],{"class":5746},"'✅ Баланс'\n",[5391,6267,6269,6272],{"class":5393,"line":6268},75,[5391,6270,6271],{"class":5397},"    else",[5391,6273,6198],{"class":5401},[5391,6275,6277,6279,6281,6284,6286,6288,6290],{"class":5393,"line":6276},76,[5391,6278,6204],{"class":5401},[5391,6280,6040],{"class":6039},[5391,6282,6283],{"class":5746},"'Overfitting (ступінь ",[5391,6285,6046],{"class":6039},[5391,6287,5645],{"class":5401},[5391,6289,6051],{"class":6039},[5391,6291,6218],{"class":5746},[5391,6293,6295,6297],{"class":5393,"line":6294},77,[5391,6296,6224],{"class":5401},[5391,6298,6299],{"class":5746},"'❌ Надто складна'\n",[5391,6301,6303],{"class":5393,"line":6302},78,[5391,6304,5683],{"class":5401},[5391,6306,6308,6311,6313,6315,6317,6320,6322,6326,6329,6331,6334,6337,6340,6342,6345,6347,6349],{"class":5393,"line":6307},79,[5391,6309,6310],{"class":5401},"    ax.set_title(",[5391,6312,6040],{"class":6039},[5391,6314,6054],{"class":5746},[5391,6316,6046],{"class":6039},[5391,6318,6319],{"class":5401},"title",[5391,6321,6051],{"class":6039},[5391,6323,6325],{"class":6324},"sjcCO","\\n",[5391,6327,6328],{"class":5746},"Train MSE: ",[5391,6330,6046],{"class":6039},[5391,6332,6333],{"class":5401},"train_mse",[5391,6335,6336],{"class":6039},":.4f}",[5391,6338,6339],{"class":5746},", Test MSE: ",[5391,6341,6046],{"class":6039},[5391,6343,6344],{"class":5401},"test_mse",[5391,6346,6336],{"class":6039},[5391,6348,6054],{"class":5746},[5391,6350,6351],{"class":5401},",\n",[5391,6353,6355,6358,6360,6363,6365,6368,6370,6373],{"class":5393,"line":6354},80,[5391,6356,6357],{"class":5644},"                 fontsize",[5391,6359,5881],{"class":5401},[5391,6361,6362],{"class":5484},"11",[5391,6364,5509],{"class":5401},[5391,6366,6367],{"class":5644},"fontweight",[5391,6369,5881],{"class":5401},[5391,6371,6372],{"class":5746},"'bold'",[5391,6374,5488],{"class":5401},[5391,6376,6378,6381,6384,6387,6390,6393,6396,6398,6401,6403,6405,6407,6409],{"class":5393,"line":6377},81,[5391,6379,6380],{"class":5401},"    ax.text(",[5391,6382,6383],{"class":5484},"0.5",[5391,6385,6386],{"class":5401},", -",[5391,6388,6389],{"class":5484},"1.3",[5391,6391,6392],{"class":5401},", status, ",[5391,6394,6395],{"class":5644},"ha",[5391,6397,5881],{"class":5401},[5391,6399,6400],{"class":5746},"'center'",[5391,6402,5509],{"class":5401},[5391,6404,6075],{"class":5644},[5391,6406,5881],{"class":5401},[5391,6408,6080],{"class":5484},[5391,6410,5951],{"class":5401},[5391,6412,6414,6417,6419,6423,6426,6429,6431,6434,6436,6439,6441,6444,6446,6448,6450,6452],{"class":5393,"line":6413},82,[5391,6415,6416],{"class":5644},"            bbox",[5391,6418,5881],{"class":5401},[5391,6420,6422],{"class":6421},"sN1BT","dict",[5391,6424,6425],{"class":5401},"(",[5391,6427,6428],{"class":5644},"boxstyle",[5391,6430,5881],{"class":5401},[5391,6432,6433],{"class":5746},"'round'",[5391,6435,5509],{"class":5401},[5391,6437,6438],{"class":5644},"facecolor",[5391,6440,5881],{"class":5401},[5391,6442,6443],{"class":5746},"'wheat'",[5391,6445,5509],{"class":5401},[5391,6447,5888],{"class":5644},[5391,6449,5881],{"class":5401},[5391,6451,6383],{"class":5484},[5391,6453,5663],{"class":5401},[5391,6455,6457],{"class":5393,"line":6456},83,[5391,6458,5468],{"emptyLinePlaceholder":5467},[5391,6460,6462],{"class":5393,"line":6461},84,[5391,6463,6464],{"class":5401},"plt.tight_layout()\n",[5391,6466,6468],{"class":5393,"line":6467},85,[5391,6469,6470],{"class":5401},"plt.show()\n",[6472,6473,6474],"template",{"v-slot:output":5386},[6475,6476],"img",{"alt":6477,"className":6478,"src":6480},"Перенавчання: поліном 15-го ступеня ідеально підлаштовується під шум у тренувальних даних",[6479],"diagram-img","\u002Fimages\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdropout-and-regularization\u002F01.png",[6482,6483,6484,6489],"note",{},[5191,6485,6486],{},[5195,6487,6488],{},"Інтерпретація графіків:",[5275,6490,6491,6500,6506],{},[5278,6492,6493,6496,6497,5357],{},[5195,6494,6495],{},"Ступінь 1 (лінійна):"," Занадто проста модель, не може захопити синусоїдальну природу даних. Високі помилки і на train, і на test. Це ",[5195,6498,6499],{},"underfitting",[5278,6501,6502,6505],{},[5195,6503,6504],{},"Ступінь 4:"," Оптимальний баланс. Модель захоплює загальну форму синусоїди, але не підлаштовується під шум. Низькі помилки на обох датасетах.",[5278,6507,6508,6511,6512,6515,6516,6518],{},[5195,6509,6510],{},"Ступінь 15:"," Модель проходить через ",[5195,6513,6514],{},"кожну"," тренувальну точку (train MSE ≈ 0), але між ними робить дикі коливання. Це ",[5195,6517,5220],{}," — модель запам'ятала шум.",[5359,6520,6522],{"id":6521},"ознаки-перенавчання-у-нейронних-мережах","Ознаки перенавчання у нейронних мережах",[5191,6524,6525],{},"Для нейронних мереж перенавчання має схожі симптоми:",[5227,6527,6528,6548,6560],{},[5230,6529,6532,6545],{"icon":6530,"title":6531},"i-lucide-trending-down","📉 Gap між train та validation loss",[5191,6533,6534,6537,6538,6541,6544],{},[5195,6535,6536],{},"Здорова модель:"," train loss ≈ val loss ± 5-10%",[6539,6540],"br",{},[5195,6542,6543],{},"Overfit:"," train loss значно менша за val loss (gap > 20%)",[5191,6546,6547],{},"Графік: train loss продовжує зменшуватися, а val loss зупиняється або зростає.",[5230,6549,6551,6557],{"icon":5272,"title":6550},"🎯 Дуже висока точність на train, низька на val",[5191,6552,6553,6556],{},[5195,6554,6555],{},"Приклад:"," Train accuracy = 98%, Val accuracy = 72%",[5191,6558,6559],{},"Модель «вивчила напам'ять» тренувальні приклади, але не може розпізнати нові.",[5230,6561,6564,6565,6568],{"icon":6562,"title":6563},"i-lucide-settings","🔧 Модель чутлива до малих змін входу","Невелика зміна зображення (поворот на 5°, зміна яскравості) різко змінює передбачення. Це означає, що модель не вивчила ",[5195,6566,6567],{},"інваріантні"," ознаки.",[5341,6570],{},[5186,6572,6574],{"id":6573},"dropout-випадкове-вимикання-нейронів","Dropout — випадкове вимикання нейронів",[5191,6576,6577,6578,6580,6581,6584],{},"У 2012 році Geoffrey Hinton зі співавторами запропонували елегантну техніку боротьби з перенавчанням: ",[5195,6579,5266],{},". Ідея шокуюче проста: під час навчання ",[5195,6582,6583],{},"випадково вимикати частину нейронів"," у кожній ітерації.",[5359,6586,6588],{"id":6587},"ідея-та-інтуїція","Ідея та інтуїція",[5191,6590,6591],{},"Уявіть команду з 10 інженерів, що працюють над проєктом:",[5227,6593,6594,6611],{},[5230,6595,6598,6601],{"icon":6596,"title":6597},"i-lucide-users","❌ Без Dropout: ко-адаптація",[5191,6599,6600],{},"Кожен інженер спеціалізується на вузькій задачі: «Олександр виправляє баги Марії, Марія компенсує недоліки коду Дмитра, Дмитро покладається на перевірки Олександра...»",[5191,6602,6603,6606,6607,6610],{},[5195,6604,6605],{},"Проблема:"," Якщо хтось захворіє, вся система колапсує. Команда ",[5195,6608,6609],{},"ко-адаптувалася"," — кожен залежить від інших замість самостійної роботи.",[5230,6612,6615,6626],{"icon":6613,"title":6614},"i-lucide-user-check","✅ З Dropout: незалежність",[5191,6616,6617,6618,6621,6622,6625],{},"Кожного дня ",[5195,6619,6620],{},"випадково 50% команди відсутні",". Кожен інженер змушений писати ",[5195,6623,6624],{},"робастний код",", який працює незалежно від інших.",[5191,6627,6628,6631],{},[5195,6629,6630],{},"Результат:"," Коли вся команда працює разом (inference), система надзвичайно стабільна та універсальна.",[5191,6633,6634],{},"Так само працює Dropout у нейронних мережах:",[6636,6637,6639],"plant-uml",{"alt":6638},"Dropout: випадкове вимикання нейронів",[5381,6640,6644],{"className":6641,"code":6642,"language":6643,"meta":5386,"style":5386},"language-plantuml shiki shiki-themes light-plus dark-plus dark-plus","@startuml\nskinparam style plain\nskinparam backgroundColor #FFFFFF\nskinparam defaultFontName \"Arial\"\n\n!define ACTIVE_COLOR #DCFCE7\n!define DROPPED_COLOR #FEE2E2\n\npackage \"Стандартна мережа (без Dropout)\" {\n  rectangle \"Input Layer\\n4 нейрони\" as in1 #DBEAFE\n  rectangle \"Hidden Layer\\n6 нейронів\" as h1 #ACTIVE_COLOR\n  rectangle \"Output Layer\\n3 нейрони\" as out1 #E0E7FF\n  \n  in1 -down-> h1 : Всі з'єднання активні\n  h1 -down-> out1\n}\n\npackage \"З Dropout (p=0.5 під час навчання)\" {\n  rectangle \"Input Layer\\n4 нейрони\" as in2 #DBEAFE\n  \n  rectangle \"Hidden Layer\" as h2_container {\n    rectangle \"3 активні\" as h2_active #ACTIVE_COLOR\n    rectangle \"3 вимкнені\" as h2_dropped #DROPPED_COLOR\n  }\n  \n  rectangle \"Output Layer\\n3 нейрони\" as out2 #E0E7FF\n  \n  in2 -down-> h2_active : 50% з'єднань\n  h2_active -down-> out2\n  \n  note right of h2_dropped\n    Вимкнені нейрони\n    НЕ беруть участі\n    у forward\u002Fbackward\n  end note\n}\n\n@enduml\n","plantuml",[5388,6645,6646,6651,6656,6661,6666,6670,6675,6680,6684,6689,6694,6699,6704,6709,6714,6719,6724,6728,6733,6738,6742,6747,6752,6757,6762,6766,6771,6775,6780,6785,6789,6794,6799,6804,6809,6814,6818,6822],{"__ignoreMap":5386},[5391,6647,6648],{"class":5393,"line":5394},[5391,6649,6650],{},"@startuml\n",[5391,6652,6653],{"class":5393,"line":5411},[5391,6654,6655],{},"skinparam style plain\n",[5391,6657,6658],{"class":5393,"line":5424},[5391,6659,6660],{},"skinparam backgroundColor #FFFFFF\n",[5391,6662,6663],{"class":5393,"line":5438},[5391,6664,6665],{},"skinparam defaultFontName \"Arial\"\n",[5391,6667,6668],{"class":5393,"line":5451},[5391,6669,5468],{"emptyLinePlaceholder":5467},[5391,6671,6672],{"class":5393,"line":5464},[5391,6673,6674],{},"!define ACTIVE_COLOR #DCFCE7\n",[5391,6676,6677],{"class":5393,"line":5471},[5391,6678,6679],{},"!define DROPPED_COLOR #FEE2E2\n",[5391,6681,6682],{"class":5393,"line":5478},[5391,6683,5468],{"emptyLinePlaceholder":5467},[5391,6685,6686],{"class":5393,"line":5491},[5391,6687,6688],{},"package \"Стандартна мережа (без Dropout)\" {\n",[5391,6690,6691],{"class":5393,"line":5500},[5391,6692,6693],{},"  rectangle \"Input Layer\\n4 нейрони\" as in1 #DBEAFE\n",[5391,6695,6696],{"class":5393,"line":5517},[5391,6697,6698],{},"  rectangle \"Hidden Layer\\n6 нейронів\" as h1 #ACTIVE_COLOR\n",[5391,6700,6701],{"class":5393,"line":5539},[5391,6702,6703],{},"  rectangle \"Output Layer\\n3 нейрони\" as out1 #E0E7FF\n",[5391,6705,6706],{"class":5393,"line":5544},[5391,6707,6708],{},"  \n",[5391,6710,6711],{"class":5393,"line":5550},[5391,6712,6713],{},"  in1 -down-> h1 : Всі з'єднання активні\n",[5391,6715,6716],{"class":5393,"line":5569},[5391,6717,6718],{},"  h1 -down-> out1\n",[5391,6720,6721],{"class":5393,"line":5580},[5391,6722,6723],{},"}\n",[5391,6725,6726],{"class":5393,"line":5585},[5391,6727,5468],{"emptyLinePlaceholder":5467},[5391,6729,6730],{"class":5393,"line":5591},[5391,6731,6732],{},"package \"З Dropout (p=0.5 під час навчання)\" {\n",[5391,6734,6735],{"class":5393,"line":5612},[5391,6736,6737],{},"  rectangle \"Input Layer\\n4 нейрони\" as in2 #DBEAFE\n",[5391,6739,6740],{"class":5393,"line":5618},[5391,6741,6708],{},[5391,6743,6744],{"class":5393,"line":5623},[5391,6745,6746],{},"  rectangle \"Hidden Layer\" as h2_container {\n",[5391,6748,6749],{"class":5393,"line":5638},[5391,6750,6751],{},"    rectangle \"3 активні\" as h2_active #ACTIVE_COLOR\n",[5391,6753,6754],{"class":5393,"line":5651},[5391,6755,6756],{},"    rectangle \"3 вимкнені\" as h2_dropped #DROPPED_COLOR\n",[5391,6758,6759],{"class":5393,"line":5666},[5391,6760,6761],{},"  }\n",[5391,6763,6764],{"class":5393,"line":5680},[5391,6765,6708],{},[5391,6767,6768],{"class":5393,"line":5686},[5391,6769,6770],{},"  rectangle \"Output Layer\\n3 нейрони\" as out2 #E0E7FF\n",[5391,6772,6773],{"class":5393,"line":5692},[5391,6774,6708],{},[5391,6776,6777],{"class":5393,"line":5698},[5391,6778,6779],{},"  in2 -down-> h2_active : 50% з'єднань\n",[5391,6781,6782],{"class":5393,"line":5703},[5391,6783,6784],{},"  h2_active -down-> out2\n",[5391,6786,6787],{"class":5393,"line":5709},[5391,6788,6708],{},[5391,6790,6791],{"class":5393,"line":5715},[5391,6792,6793],{},"  note right of h2_dropped\n",[5391,6795,6796],{"class":5393,"line":5720},[5391,6797,6798],{},"    Вимкнені нейрони\n",[5391,6800,6801],{"class":5393,"line":5726},[5391,6802,6803],{},"    НЕ беруть участі\n",[5391,6805,6806],{"class":5393,"line":5732},[5391,6807,6808],{},"    у forward\u002Fbackward\n",[5391,6810,6811],{"class":5393,"line":5737},[5391,6812,6813],{},"  end note\n",[5391,6815,6816],{"class":5393,"line":5743},[5391,6817,6723],{},[5391,6819,6820],{"class":5393,"line":5753},[5391,6821,5468],{"emptyLinePlaceholder":5467},[5391,6823,6824],{"class":5393,"line":5762},[5391,6825,6826],{},"@enduml\n",[5359,6828,6830],{"id":6829},"математика-dropout","Математика Dropout",[5191,6832,6833,6834,6837],{},"Нехай ",[5314,6835],{"tex":6836,":inline":5316},"\\mathbf{h}"," — активації прихованого шару. Під час навчання:",[5191,6839,6840],{},[5195,6841,6842],{},"Крок 1. Генерація маски:",[5314,6844],{"tex":6845},"m_i \\sim \\text{Bernoulli}(1 - p)",[5191,6847,6848,6849,6851,6852,6855,6856,6859,6860,6863],{},"Де ",[5314,6850],{"tex":5191,":inline":5316}," — ",[5195,6853,6854],{},"dropout rate"," (ймовірність вимкнення нейрона). Зазвичай ",[5314,6857],{"tex":6858,":inline":5316},"p = 0.5"," для FC шарів, ",[5314,6861],{"tex":6862,":inline":5316},"p = 0.2"," для Conv.",[5191,6865,6866],{},[5195,6867,6868],{},"Крок 2. Застосування маски (Inverted Dropout):",[5314,6870],{"tex":6871},"\\tilde{h}_i = \\frac{m_i \\cdot h_i}{1 - p}",[5191,6873,6874,6877,6878,6881],{},[5195,6875,6876],{},"Чому ділимо на"," ",[5314,6879],{"tex":6880,":inline":5316},"(1-p)",[5195,6882,6883],{},"?",[5191,6885,6886,6887,6889,6890,6893,6894,5357],{},"Під час навчання в середньому лише ",[5314,6888],{"tex":6880,":inline":5316}," нейронів активні. Щоб ",[5195,6891,6892],{},"очікуване значення"," активацій залишалося незмінним, ми масштабуємо на ",[5314,6895],{"tex":5338,":inline":5316},[5191,6897,6898,6900,6901,6904,6905,5357],{},[5195,6899,6555],{}," якщо ",[5314,6902],{"tex":6903,":inline":5316},"p=0.5",", то в середньому половина нейронів активна, тому множимо на ",[5314,6906],{"tex":6907,":inline":5316},"1\u002F0.5 = 2",[5191,6909,6910],{},[5195,6911,6912],{},"Під час inference (eval mode):",[5314,6914],{"tex":6915},"\\tilde{h}_i = h_i",[5191,6917,6918,6919,6922],{},"Всі нейрони активні, ",[5195,6920,6921],{},"без масштабування",". Завдяки Inverted Dropout під час тренування, очікувані значення вже правильні.",[6482,6924,6925,6930,6955],{},[5191,6926,6927],{},[5195,6928,6929],{},"Два варіанти Dropout:",[6931,6932,6933,6945],"ol",{},[5278,6934,6935,6938,6939,6941,6942],{},[5195,6936,6937],{},"Standard Dropout:"," Масштабування на ",[5314,6940],{"tex":5338,":inline":5316}," під час ",[5195,6943,6944],{},"inference",[5278,6946,6947,6938,6949,6941,6951,6954],{},[5195,6948,5334],{},[5314,6950],{"tex":5338,":inline":5316},[5195,6952,6953],{},"training"," (використовується у PyTorch)",[5191,6956,6957],{},"Inverted Dropout зручніший, бо inference (який виконується частіше) не потребує додаткових обчислень.",[5341,6959],{},[5186,6961,6963],{"id":6962},"чому-dropout-працює-теоретичне-обґрунтування","Чому Dropout працює — теоретичне обґрунтування",[5191,6965,6966],{},"Dropout не просто «магічно» покращує генералізацію. Існують глибокі теоретичні причини його ефективності.",[5359,6968,6970],{"id":6969},"причина-1-запобігання-ко-адаптації-нейронів","Причина 1: Запобігання ко-адаптації нейронів",[5191,6972,6973,6974,6977],{},"Без Dropout нейрони можуть ",[5195,6975,6976],{},"ко-адаптуватися",": один нейрон спеціалізується на виправленні помилок іншого. Це призводить до складних залежностей між нейронами, які не генералізуються на нові дані.",[5191,6979,6980,6982],{},[5195,6981,6555],{}," Уявімо два нейрона у прихованому шарі:",[5275,6984,6985,6988],{},[5278,6986,6987],{},"Нейрон A виявляє «очі» на зображенні",[5278,6989,6990],{},"Нейрон B коригує помилки A, виявляючи «псевдо-очі» (блики, тіні)",[5191,6992,6993,6994,6997],{},"Якщо A завжди активний, B стає ",[5195,6995,6996],{},"залежним"," від A. При новому зображенні, де A помиляється, B також збивається.",[5191,6999,7000,7001,7004],{},"З Dropout кожен нейрон змушений бути ",[5195,7002,7003],{},"self-sufficient"," — працювати навіть коли інші нейрони вимкнені.",[5359,7006,7008],{"id":7007},"причина-2-ансамбль-експоненціально-багатьох-моделей","Причина 2: Ансамбль експоненціально багатьох моделей",[5191,7010,7011,7012,7015],{},"Розглянемо мережу з ",[5314,7013],{"tex":7014,":inline":5316},"n"," нейронами у прихованому шарі. Кількість можливих підмереж (комбінацій активних\u002Fвимкнених нейронів):",[5314,7017],{"tex":7018},"2^n",[5191,7020,7021,7022,7025,7026,7029],{},"Для ",[5314,7023],{"tex":7024,":inline":5316},"n=1024"," (типовий розмір шару) це ",[5314,7027],{"tex":7028,":inline":5316},"2^{1024} \\approx 10^{308}"," різних моделей!",[5191,7031,7032],{},[5195,7033,7034],{},"Dropout під час навчання = тренування ансамблю",[5191,7036,7037,7038,7041],{},"Кожна міні-батч ітерація навчає ",[5195,7039,7040],{},"іншу підмережу",". Після завершення навчання у нас є величезний ансамбль моделей, які «голосують» разом під час inference.",[7043,7044,7045,7050,7057],"tip",{},[5191,7046,7047],{},[5195,7048,7049],{},"Ансамблі у машинному навчанні:",[5191,7051,7052,7053,7056],{},"Відомо, що ансамбль моделей (Random Forest, Gradient Boosting) майже завжди кращий за одну модель. Dropout дозволяє отримати ",[5195,7054,7055],{},"ефект ансамблю"," без тренування окремих моделей!",[5191,7058,7059],{},"Це як мати 10^308 експертів, кожен з яких бачив трохи інші дані, і усереднити їхні передбачення.",[5359,7061,7063],{"id":7062},"причина-3-додавання-шуму-для-регуляризації","Причина 3: Додавання шуму для регуляризації",[5191,7065,7066,7067,7070],{},"Dropout додає ",[5195,7068,7069],{},"мультиплікативний шум"," до активацій:",[5314,7072],{"tex":7073},"\\tilde{h} = m \\cdot h, \\quad m \\sim \\text{Bernoulli}(1-p)",[5191,7075,7076,7077,7080],{},"Це схоже на ",[5195,7078,7079],{},"data augmentation",", але для внутрішніх представлень замість входів. Модель вчиться бути стійкою до випадкових «збоїв» у проміжних шарах.",[5341,7082],{},[5186,7084,7086],{"id":7085},"dropout-у-pytorch-train-та-eval-режими","Dropout у PyTorch — train та eval режими",[5191,7088,7089,7090,7093],{},"Як і Batch Normalization, Dropout поводиться ",[5195,7091,7092],{},"по-різному"," під час навчання та inference. Це критично важливо розуміти!",[5371,7095,7097],{"title":7096},"dropout_pytorch_demo.ipynb",[5376,7098,7099,7699],{"execution-count":5378},[5381,7100,7102],{"className":5383,"code":7101,"language":5385,"meta":5386,"style":5386},"import torch\nimport torch.nn as nn\n\n# Модель з Dropout\nclass MLPWithDropout(nn.Module):\n    def __init__(self):\n        super(MLPWithDropout, self).__init__()\n        self.fc1 = nn.Linear(100, 256)\n        self.dropout1 = nn.Dropout(p=0.5)\n        \n        self.fc2 = nn.Linear(256, 128)\n        self.dropout2 = nn.Dropout(p=0.5)\n        \n        self.fc3 = nn.Linear(128, 10)\n        self.relu = nn.ReLU()\n    \n    def forward(self, x):\n        x = self.relu(self.fc1(x))\n        x = self.dropout1(x)  # Dropout після активації\n        \n        x = self.relu(self.fc2(x))\n        x = self.dropout2(x)\n        \n        x = self.fc3(x)  # Останній шар БЕЗ Dropout\n        return x\n\nmodel = MLPWithDropout()\nx = torch.randn(4, 100)  # Батч з 4 прикладів\n\nprint(\"🔬 Експеримент: Dropout у train vs eval режимах\\n\")\n\n# Train mode\nmodel.train()\nout1_train = model(x)\nout2_train = model(x)\n\nprint(\"📊 Training Mode (Dropout активний):\")\nprint(f\"   1-й forward: {out1_train[0, :3].detach().numpy()}\")\nprint(f\"   2-й forward: {out2_train[0, :3].detach().numpy()}\")\nprint(f\"   Різниця: {torch.norm(out1_train - out2_train).item():.6f}\")\nprint(f\"   Виходи РІЗНІ через випадкову маску! ✅\\n\")\n\n# Eval mode\nmodel.eval()\nout1_eval = model(x)\nout2_eval = model(x)\n\nprint(\"📊 Evaluation Mode (Dropout вимкнений):\")\nprint(f\"   1-й forward: {out1_eval[0, :3].detach().numpy()}\")\nprint(f\"   2-й forward: {out2_eval[0, :3].detach().numpy()}\")\nprint(f\"   Різниця: {torch.norm(out1_eval - out2_eval).item():.6f}\")\nprint(f\"   Виходи ІДЕНТИЧНІ (детермінований inference)! ✅\")\n",[5388,7103,7104,7111,7123,7127,7132,7153,7168,7187,7204,7219,7224,7240,7255,7259,7274,7281,7285,7303,7318,7330,7334,7347,7356,7360,7372,7380,7384,7389,7406,7410,7427,7431,7436,7441,7446,7451,7455,7466,7498,7528,7551,7568,7572,7577,7582,7587,7592,7596,7607,7636,7665,7686],{"__ignoreMap":5386},[5391,7105,7106,7108],{"class":5393,"line":5394},[5391,7107,5398],{"class":5397},[5391,7109,7110],{"class":5401}," torch\n",[5391,7112,7113,7115,7118,7120],{"class":5393,"line":5411},[5391,7114,5398],{"class":5397},[5391,7116,7117],{"class":5401}," torch.nn ",[5391,7119,5405],{"class":5397},[5391,7121,7122],{"class":5401}," nn\n",[5391,7124,7125],{"class":5393,"line":5424},[5391,7126,5468],{"emptyLinePlaceholder":5467},[5391,7128,7129],{"class":5393,"line":5438},[5391,7130,7131],{"class":5474},"# Модель з Dropout\n",[5391,7133,7134,7137,7140,7142,7145,7147,7150],{"class":5393,"line":5451},[5391,7135,7136],{"class":6039},"class",[5391,7138,7139],{"class":6421}," MLPWithDropout",[5391,7141,6425],{"class":5401},[5391,7143,7144],{"class":6421},"nn",[5391,7146,5357],{"class":5401},[5391,7148,7149],{"class":6421},"Module",[5391,7151,7152],{"class":5401},"):\n",[5391,7154,7155,7158,7161,7163,7166],{"class":5393,"line":5464},[5391,7156,7157],{"class":6039},"    def",[5391,7159,7160],{"class":5843}," __init__",[5391,7162,6425],{"class":5401},[5391,7164,7165],{"class":5644},"self",[5391,7167,7152],{"class":5401},[5391,7169,7170,7173,7176,7178,7181,7184],{"class":5393,"line":5471},[5391,7171,7172],{"class":6421},"        super",[5391,7174,7175],{"class":5401},"(MLPWithDropout, ",[5391,7177,7165],{"class":6039},[5391,7179,7180],{"class":5401},").",[5391,7182,7183],{"class":5843},"__init__",[5391,7185,7186],{"class":5401},"()\n",[5391,7188,7189,7192,7195,7197,7199,7202],{"class":5393,"line":5478},[5391,7190,7191],{"class":6039},"        self",[5391,7193,7194],{"class":5401},".fc1 = nn.Linear(",[5391,7196,5564],{"class":5484},[5391,7198,5509],{"class":5401},[5391,7200,7201],{"class":5484},"256",[5391,7203,5488],{"class":5401},[5391,7205,7206,7208,7211,7213,7215,7217],{"class":5393,"line":5491},[5391,7207,7191],{"class":6039},[5391,7209,7210],{"class":5401},".dropout1 = nn.Dropout(",[5391,7212,5191],{"class":5644},[5391,7214,5881],{"class":5401},[5391,7216,6383],{"class":5484},[5391,7218,5488],{"class":5401},[5391,7220,7221],{"class":5393,"line":5500},[5391,7222,7223],{"class":5401},"        \n",[5391,7225,7226,7228,7231,7233,7235,7238],{"class":5393,"line":5517},[5391,7227,7191],{"class":6039},[5391,7229,7230],{"class":5401},".fc2 = nn.Linear(",[5391,7232,7201],{"class":5484},[5391,7234,5509],{"class":5401},[5391,7236,7237],{"class":5484},"128",[5391,7239,5488],{"class":5401},[5391,7241,7242,7244,7247,7249,7251,7253],{"class":5393,"line":5539},[5391,7243,7191],{"class":6039},[5391,7245,7246],{"class":5401},".dropout2 = nn.Dropout(",[5391,7248,5191],{"class":5644},[5391,7250,5881],{"class":5401},[5391,7252,6383],{"class":5484},[5391,7254,5488],{"class":5401},[5391,7256,7257],{"class":5393,"line":5544},[5391,7258,7223],{"class":5401},[5391,7260,7261,7263,7266,7268,7270,7272],{"class":5393,"line":5550},[5391,7262,7191],{"class":6039},[5391,7264,7265],{"class":5401},".fc3 = nn.Linear(",[5391,7267,7237],{"class":5484},[5391,7269,5509],{"class":5401},[5391,7271,6144],{"class":5484},[5391,7273,5488],{"class":5401},[5391,7275,7276,7278],{"class":5393,"line":5569},[5391,7277,7191],{"class":6039},[5391,7279,7280],{"class":5401},".relu = nn.ReLU()\n",[5391,7282,7283],{"class":5393,"line":5580},[5391,7284,5683],{"class":5401},[5391,7286,7287,7289,7292,7294,7296,7298,7301],{"class":5393,"line":5585},[5391,7288,7157],{"class":6039},[5391,7290,7291],{"class":5843}," forward",[5391,7293,6425],{"class":5401},[5391,7295,7165],{"class":5644},[5391,7297,5509],{"class":5401},[5391,7299,7300],{"class":5644},"x",[5391,7302,7152],{"class":5401},[5391,7304,7305,7308,7310,7313,7315],{"class":5393,"line":5591},[5391,7306,7307],{"class":5401},"        x = ",[5391,7309,7165],{"class":6039},[5391,7311,7312],{"class":5401},".relu(",[5391,7314,7165],{"class":6039},[5391,7316,7317],{"class":5401},".fc1(x))\n",[5391,7319,7320,7322,7324,7327],{"class":5393,"line":5612},[5391,7321,7307],{"class":5401},[5391,7323,7165],{"class":6039},[5391,7325,7326],{"class":5401},".dropout1(x)  ",[5391,7328,7329],{"class":5474},"# Dropout після активації\n",[5391,7331,7332],{"class":5393,"line":5618},[5391,7333,7223],{"class":5401},[5391,7335,7336,7338,7340,7342,7344],{"class":5393,"line":5623},[5391,7337,7307],{"class":5401},[5391,7339,7165],{"class":6039},[5391,7341,7312],{"class":5401},[5391,7343,7165],{"class":6039},[5391,7345,7346],{"class":5401},".fc2(x))\n",[5391,7348,7349,7351,7353],{"class":5393,"line":5638},[5391,7350,7307],{"class":5401},[5391,7352,7165],{"class":6039},[5391,7354,7355],{"class":5401},".dropout2(x)\n",[5391,7357,7358],{"class":5393,"line":5651},[5391,7359,7223],{"class":5401},[5391,7361,7362,7364,7366,7369],{"class":5393,"line":5666},[5391,7363,7307],{"class":5401},[5391,7365,7165],{"class":6039},[5391,7367,7368],{"class":5401},".fc3(x)  ",[5391,7370,7371],{"class":5474},"# Останній шар БЕЗ Dropout\n",[5391,7373,7374,7377],{"class":5393,"line":5680},[5391,7375,7376],{"class":5397},"        return",[5391,7378,7379],{"class":5401}," x\n",[5391,7381,7382],{"class":5393,"line":5686},[5391,7383,5468],{"emptyLinePlaceholder":5467},[5391,7385,7386],{"class":5393,"line":5692},[5391,7387,7388],{"class":5401},"model = MLPWithDropout()\n",[5391,7390,7391,7394,7396,7398,7400,7403],{"class":5393,"line":5698},[5391,7392,7393],{"class":5401},"x = torch.randn(",[5391,7395,5601],{"class":5484},[5391,7397,5509],{"class":5401},[5391,7399,5564],{"class":5484},[5391,7401,7402],{"class":5401},")  ",[5391,7404,7405],{"class":5474},"# Батч з 4 прикладів\n",[5391,7407,7408],{"class":5393,"line":5703},[5391,7409,5468],{"emptyLinePlaceholder":5467},[5391,7411,7412,7415,7417,7420,7422,7425],{"class":5393,"line":5709},[5391,7413,7414],{"class":5843},"print",[5391,7416,6425],{"class":5401},[5391,7418,7419],{"class":5746},"\"🔬 Експеримент: Dropout у train vs eval режимах",[5391,7421,6325],{"class":6324},[5391,7423,7424],{"class":5746},"\"",[5391,7426,5488],{"class":5401},[5391,7428,7429],{"class":5393,"line":5715},[5391,7430,5468],{"emptyLinePlaceholder":5467},[5391,7432,7433],{"class":5393,"line":5720},[5391,7434,7435],{"class":5474},"# Train mode\n",[5391,7437,7438],{"class":5393,"line":5726},[5391,7439,7440],{"class":5401},"model.train()\n",[5391,7442,7443],{"class":5393,"line":5732},[5391,7444,7445],{"class":5401},"out1_train = model(x)\n",[5391,7447,7448],{"class":5393,"line":5737},[5391,7449,7450],{"class":5401},"out2_train = model(x)\n",[5391,7452,7453],{"class":5393,"line":5743},[5391,7454,5468],{"emptyLinePlaceholder":5467},[5391,7456,7457,7459,7461,7464],{"class":5393,"line":5753},[5391,7458,7414],{"class":5843},[5391,7460,6425],{"class":5401},[5391,7462,7463],{"class":5746},"\"📊 Training Mode (Dropout активний):\"",[5391,7465,5488],{"class":5401},[5391,7467,7468,7470,7472,7474,7477,7479,7482,7484,7487,7489,7492,7494,7496],{"class":5393,"line":5762},[5391,7469,7414],{"class":5843},[5391,7471,6425],{"class":5401},[5391,7473,6040],{"class":6039},[5391,7475,7476],{"class":5746},"\"   1-й forward: ",[5391,7478,6046],{"class":6039},[5391,7480,7481],{"class":5401},"out1_train[",[5391,7483,5506],{"class":5484},[5391,7485,7486],{"class":5401},", :",[5391,7488,5807],{"class":5484},[5391,7490,7491],{"class":5401},"].detach().numpy()",[5391,7493,6051],{"class":6039},[5391,7495,7424],{"class":5746},[5391,7497,5488],{"class":5401},[5391,7499,7500,7502,7504,7506,7509,7511,7514,7516,7518,7520,7522,7524,7526],{"class":5393,"line":5771},[5391,7501,7414],{"class":5843},[5391,7503,6425],{"class":5401},[5391,7505,6040],{"class":6039},[5391,7507,7508],{"class":5746},"\"   2-й forward: ",[5391,7510,6046],{"class":6039},[5391,7512,7513],{"class":5401},"out2_train[",[5391,7515,5506],{"class":5484},[5391,7517,7486],{"class":5401},[5391,7519,5807],{"class":5484},[5391,7521,7491],{"class":5401},[5391,7523,6051],{"class":6039},[5391,7525,7424],{"class":5746},[5391,7527,5488],{"class":5401},[5391,7529,7530,7532,7534,7536,7539,7541,7544,7547,7549],{"class":5393,"line":5780},[5391,7531,7414],{"class":5843},[5391,7533,6425],{"class":5401},[5391,7535,6040],{"class":6039},[5391,7537,7538],{"class":5746},"\"   Різниця: ",[5391,7540,6046],{"class":6039},[5391,7542,7543],{"class":5401},"torch.norm(out1_train - out2_train).item()",[5391,7545,7546],{"class":6039},":.6f}",[5391,7548,7424],{"class":5746},[5391,7550,5488],{"class":5401},[5391,7552,7553,7555,7557,7559,7562,7564,7566],{"class":5393,"line":5786},[5391,7554,7414],{"class":5843},[5391,7556,6425],{"class":5401},[5391,7558,6040],{"class":6039},[5391,7560,7561],{"class":5746},"\"   Виходи РІЗНІ через випадкову маску! ✅",[5391,7563,6325],{"class":6324},[5391,7565,7424],{"class":5746},[5391,7567,5488],{"class":5401},[5391,7569,7570],{"class":5393,"line":5791},[5391,7571,5468],{"emptyLinePlaceholder":5467},[5391,7573,7574],{"class":5393,"line":5797},[5391,7575,7576],{"class":5474},"# Eval mode\n",[5391,7578,7579],{"class":5393,"line":5828},[5391,7580,7581],{"class":5401},"model.eval()\n",[5391,7583,7584],{"class":5393,"line":5833},[5391,7585,7586],{"class":5401},"out1_eval = model(x)\n",[5391,7588,7589],{"class":5393,"line":5850},[5391,7590,7591],{"class":5401},"out2_eval = model(x)\n",[5391,7593,7594],{"class":5393,"line":5856},[5391,7595,5468],{"emptyLinePlaceholder":5467},[5391,7597,7598,7600,7602,7605],{"class":5393,"line":5861},[5391,7599,7414],{"class":5843},[5391,7601,6425],{"class":5401},[5391,7603,7604],{"class":5746},"\"📊 Evaluation Mode (Dropout вимкнений):\"",[5391,7606,5488],{"class":5401},[5391,7608,7609,7611,7613,7615,7617,7619,7622,7624,7626,7628,7630,7632,7634],{"class":5393,"line":5867},[5391,7610,7414],{"class":5843},[5391,7612,6425],{"class":5401},[5391,7614,6040],{"class":6039},[5391,7616,7476],{"class":5746},[5391,7618,6046],{"class":6039},[5391,7620,7621],{"class":5401},"out1_eval[",[5391,7623,5506],{"class":5484},[5391,7625,7486],{"class":5401},[5391,7627,5807],{"class":5484},[5391,7629,7491],{"class":5401},[5391,7631,6051],{"class":6039},[5391,7633,7424],{"class":5746},[5391,7635,5488],{"class":5401},[5391,7637,7638,7640,7642,7644,7646,7648,7651,7653,7655,7657,7659,7661,7663],{"class":5393,"line":5908},[5391,7639,7414],{"class":5843},[5391,7641,6425],{"class":5401},[5391,7643,6040],{"class":6039},[5391,7645,7508],{"class":5746},[5391,7647,6046],{"class":6039},[5391,7649,7650],{"class":5401},"out2_eval[",[5391,7652,5506],{"class":5484},[5391,7654,7486],{"class":5401},[5391,7656,5807],{"class":5484},[5391,7658,7491],{"class":5401},[5391,7660,6051],{"class":6039},[5391,7662,7424],{"class":5746},[5391,7664,5488],{"class":5401},[5391,7666,7667,7669,7671,7673,7675,7677,7680,7682,7684],{"class":5393,"line":5913},[5391,7668,7414],{"class":5843},[5391,7670,6425],{"class":5401},[5391,7672,6040],{"class":6039},[5391,7674,7538],{"class":5746},[5391,7676,6046],{"class":6039},[5391,7678,7679],{"class":5401},"torch.norm(out1_eval - out2_eval).item()",[5391,7681,7546],{"class":6039},[5391,7683,7424],{"class":5746},[5391,7685,5488],{"class":5401},[5391,7687,7688,7690,7692,7694,7697],{"class":5393,"line":5919},[5391,7689,7414],{"class":5843},[5391,7691,6425],{"class":5401},[5391,7693,6040],{"class":6039},[5391,7695,7696],{"class":5746},"\"   Виходи ІДЕНТИЧНІ (детермінований inference)! ✅\"",[5391,7698,5488],{"class":5401},[6472,7700,7701,7707,7713,7721,7728,7733,7739],{"v-slot:output":5386},[5191,7702,7703,7704],{},"🔬 ",[5195,7705,7706],{},"Експеримент: Dropout у train vs eval режимах",[5191,7708,7709,7710],{},"📊 ",[5195,7711,7712],{},"Training Mode (Dropout активний):",[5381,7714,7719],{"className":7715,"code":7717,"language":7718},[7716],"language-text","1-й forward: [-0.421  1.254 -0.892]\n2-й forward: [ 0.184 -0.673  1.109]\n","text",[5388,7720,7717],{"__ignoreMap":5386},[5191,7722,7723,7724,7727],{},"Різниця: ",[5195,7725,7726],{},"2.548721"," ← Виходи РІЗНІ через випадкову маску! ✅",[5191,7729,7709,7730],{},[5195,7731,7732],{},"Evaluation Mode (Dropout вимкнений):",[5381,7734,7737],{"className":7735,"code":7736,"language":7718},[7716],"1-й forward: [-0.105  0.428 -0.312]\n2-й forward: [-0.105  0.428 -0.312]\n",[5388,7738,7736],{"__ignoreMap":5386},[5191,7740,7723,7741,7744],{},[5195,7742,7743],{},"0.000000"," ← Виходи ІДЕНТИЧНІ (детермінований inference)! ✅",[7746,7747,7748,7753,7796],"warning",{},[5191,7749,7750],{},[5195,7751,7752],{},"КРИТИЧНА ПОМИЛКА:",[5381,7754,7756],{"className":5383,"code":7755,"language":5385,"meta":5386,"style":5386},"# ❌ НЕПРАВИЛЬНО\nmodel.train()  # Навчання завершено, але режим не змінено\n# Тестування з активним Dropout!\nfor images, labels in test_loader:\n    outputs = model(images)  # Випадкові результати кожного разу!\n",[5388,7757,7758,7763,7771,7776,7788],{"__ignoreMap":5386},[5391,7759,7760],{"class":5393,"line":5394},[5391,7761,7762],{"class":5474},"# ❌ НЕПРАВИЛЬНО\n",[5391,7764,7765,7768],{"class":5393,"line":5411},[5391,7766,7767],{"class":5401},"model.train()  ",[5391,7769,7770],{"class":5474},"# Навчання завершено, але режим не змінено\n",[5391,7772,7773],{"class":5393,"line":5424},[5391,7774,7775],{"class":5474},"# Тестування з активним Dropout!\n",[5391,7777,7778,7780,7783,7785],{"class":5393,"line":5438},[5391,7779,5626],{"class":5397},[5391,7781,7782],{"class":5401}," images, labels ",[5391,7784,5632],{"class":5397},[5391,7786,7787],{"class":5401}," test_loader:\n",[5391,7789,7790,7793],{"class":5393,"line":5451},[5391,7791,7792],{"class":5401},"    outputs = model(images)  ",[5391,7794,7795],{"class":5474},"# Випадкові результати кожного разу!\n",[5381,7797,7799],{"className":5383,"code":7798,"language":5385,"meta":5386,"style":5386},"# ✅ ПРАВИЛЬНО\nmodel.eval()  # ОБОВ'ЯЗКОВО перед inference\nwith torch.no_grad():\n    for images, labels in test_loader:\n        outputs = model(images)  # Детермінований, стабільний результат\n",[5388,7800,7801,7806,7814,7822,7833],{"__ignoreMap":5386},[5391,7802,7803],{"class":5393,"line":5394},[5391,7804,7805],{"class":5474},"# ✅ ПРАВИЛЬНО\n",[5391,7807,7808,7811],{"class":5393,"line":5411},[5391,7809,7810],{"class":5401},"model.eval()  ",[5391,7812,7813],{"class":5474},"# ОБОВ'ЯЗКОВО перед inference\n",[5391,7815,7816,7819],{"class":5393,"line":5424},[5391,7817,7818],{"class":5397},"with",[5391,7820,7821],{"class":5401}," torch.no_grad():\n",[5391,7823,7824,7827,7829,7831],{"class":5393,"line":5438},[5391,7825,7826],{"class":5397},"    for",[5391,7828,7782],{"class":5401},[5391,7830,5632],{"class":5397},[5391,7832,7787],{"class":5401},[5391,7834,7835,7838],{"class":5393,"line":5451},[5391,7836,7837],{"class":5401},"        outputs = model(images)  ",[5391,7839,7840],{"class":5474},"# Детермінований, стабільний результат\n",[5341,7842],{},[5186,7844,7846],{"id":7845},"де-розміщувати-dropout-у-архітектурі","Де розміщувати Dropout у архітектурі",[5191,7848,7849],{},"Не всі шари потребують Dropout. Існують перевірені практикою паттерни.",[5359,7851,7853],{"id":7852},"для-fully-connected-мереж-mlp","Для Fully Connected мереж (MLP)",[5191,7855,7856],{},[5195,7857,7858],{},"Стандартний паттерн:",[5381,7860,7862],{"className":5383,"code":7861,"language":5385,"meta":5386,"style":5386},"Linear → ReLU → Dropout(0.5) → Linear → ReLU → Dropout(0.5) → Linear\n",[5388,7863,7864],{"__ignoreMap":5386},[5391,7865,7866,7869,7871,7874,7876],{"class":5393,"line":5394},[5391,7867,7868],{"class":5401},"Linear → ReLU → Dropout(",[5391,7870,6383],{"class":5484},[5391,7872,7873],{"class":5401},") → Linear → ReLU → Dropout(",[5391,7875,6383],{"class":5484},[5391,7877,7878],{"class":5401},") → Linear\n",[5191,7880,7881],{},[5195,7882,7883],{},"Правила:",[5275,7885,7886,7893,7899],{},[5278,7887,7888,7889,7892],{},"Dropout ",[5195,7890,7891],{},"після активації"," (ReLU)",[5278,7894,7895,7896,7898],{},"Dropout rate ",[5195,7897,6383],{}," для великих FC шарів (512+ нейронів)",[5278,7900,7901,7904],{},[5195,7902,7903],{},"НЕ"," застосовувати до останнього output шару",[5359,7906,7908],{"id":7907},"для-convolutional-мереж-cnn","Для Convolutional мереж (CNN)",[5191,7910,7911],{},[5195,7912,7913],{},"Рекомендовано:",[5381,7915,7917],{"className":5383,"code":7916,"language":5385,"meta":5386,"style":5386},"# Conv блоки: БЕЗ Dropout (BatchNorm достатньо)\nConv → BatchNorm → ReLU → Pool\nConv → BatchNorm → ReLU → Pool\n\n# Classifier (FC шари): З Dropout\nFlatten → Linear → ReLU → Dropout(0.5) → Linear\n",[5388,7918,7919,7924,7929,7933,7937,7942],{"__ignoreMap":5386},[5391,7920,7921],{"class":5393,"line":5394},[5391,7922,7923],{"class":5474},"# Conv блоки: БЕЗ Dropout (BatchNorm достатньо)\n",[5391,7925,7926],{"class":5393,"line":5411},[5391,7927,7928],{"class":5401},"Conv → BatchNorm → ReLU → Pool\n",[5391,7930,7931],{"class":5393,"line":5424},[5391,7932,7928],{"class":5401},[5391,7934,7935],{"class":5393,"line":5438},[5391,7936,5468],{"emptyLinePlaceholder":5467},[5391,7938,7939],{"class":5393,"line":5451},[5391,7940,7941],{"class":5474},"# Classifier (FC шари): З Dropout\n",[5391,7943,7944,7947,7949],{"class":5393,"line":5464},[5391,7945,7946],{"class":5401},"Flatten → Linear → ReLU → Dropout(",[5391,7948,6383],{"class":5484},[5391,7950,7878],{"class":5401},[5191,7952,7953],{},[5195,7954,7955],{},"Чому не використовувати Dropout у Conv шарах?",[6931,7957,7958,7964,7970],{},[5278,7959,7960,7963],{},[5195,7961,7962],{},"Просторова кореляція:"," Сусідні пікселі корелюють, тому вимикання окремих feature maps менш ефективне",[5278,7965,7966,7969],{},[5195,7967,7968],{},"BatchNorm вже регуляризує:"," Conv шари з BN рідко перенавчуються",[5278,7971,7972,7975],{},[5195,7973,7974],{},"Dropout2d дорогий:"," Вимикає цілі feature maps, що значно уповільнює навчання",[6482,7977,7978,7983,7994,8015],{},[5191,7979,7980],{},[5195,7981,7982],{},"Dropout2d для Conv шарів:",[5191,7984,7985,7986,7989,7990,7993],{},"PyTorch надає ",[5388,7987,7988],{},"nn.Dropout2d",", який вимикає ",[5195,7991,7992],{},"цілі канали"," замість окремих пікселів:",[5381,7995,7997],{"className":5383,"code":7996,"language":5385,"meta":5386,"style":5386},"nn.Dropout2d(p=0.1)  # Вимикає 10% каналів\n",[5388,7998,7999],{"__ignoreMap":5386},[5391,8000,8001,8004,8006,8008,8010,8012],{"class":5393,"line":5394},[5391,8002,8003],{"class":5401},"nn.Dropout2d(",[5391,8005,5191],{"class":5644},[5391,8007,5881],{"class":5401},[5391,8009,5533],{"class":5484},[5391,8011,7402],{"class":5401},[5391,8013,8014],{"class":5474},"# Вимикає 10% каналів\n",[5191,8016,8017],{},"Це краще працює для зображень, але рідко використовується через BatchNorm.",[5359,8019,8021],{"id":8020},"таблиця-рекомендацій","Таблиця рекомендацій",[8023,8024,8025,8042],"table",{},[8026,8027,8028],"thead",{},[8029,8030,8031,8036,8039],"tr",{},[8032,8033,8035],"th",{"align":8034},"left","Тип шару",[8032,8037,8038],{"align":8034},"Dropout rate",[8032,8040,8041],{"align":8034},"Коментар",[8043,8044,8045,8059,8072,8084,8097,8110],"tbody",{},[8029,8046,8047,8053,8056],{},[8048,8049,8050],"td",{"align":8034},[5195,8051,8052],{},"Input шар",[8048,8054,8055],{"align":8034},"0.1-0.2",[8048,8057,8058],{"align":8034},"Рідко використовується (краще data augmentation)",[8029,8060,8061,8066,8069],{},[8048,8062,8063],{"align":8034},[5195,8064,8065],{},"Conv шари",[8048,8067,8068],{"align":8034},"Не застосовувати",[8048,8070,8071],{"align":8034},"BatchNorm + data augmentation достатньо",[8029,8073,8074,8079,8081],{},[8048,8075,8076],{"align":8034},[5195,8077,8078],{},"FC шари (великі 512+)",[8048,8080,6383],{"align":8034},[8048,8082,8083],{"align":8034},"Класичне значення з оригінальної статті",[8029,8085,8086,8091,8094],{},[8048,8087,8088],{"align":8034},[5195,8089,8090],{},"FC шари (малі \u003C 256)",[8048,8092,8093],{"align":8034},"0.2-0.3",[8048,8095,8096],{"align":8034},"Менший rate для менших шарів",[8029,8098,8099,8104,8107],{},[8048,8100,8101],{"align":8034},[5195,8102,8103],{},"Output шар",[8048,8105,8106],{"align":8034},"Ніколи!",[8048,8108,8109],{"align":8034},"Псує калібрацію ймовірностей",[8029,8111,8112,8117,8119],{},[8048,8113,8114],{"align":8034},[5195,8115,8116],{},"LSTM\u002FGRU",[8048,8118,8093],{"align":8034},[8048,8120,8121],{"align":8034},"Між шарами, не всередині рекурентних з'єднань",[5341,8123],{},[5186,8125,8127],{"id":8126},"комбінування-регуляризаційних-технік","Комбінування регуляризаційних технік",[5191,8129,8130,8131,8134],{},"Рідко використовується лише одна техніка регуляризації. Найкращі результати досягаються ",[5195,8132,8133],{},"комбінуванням"," кількох методів.",[5227,8136,8137,8158,8177,8200],{},[5230,8138,8140,8146,8152],{"icon":4660,"title":8139},"🛡️ Batch Normalization",[5191,8141,8142,8145],{},[5195,8143,8144],{},"Ефект:"," Стабілізація навчання + імпліцитна регуляризація через шум у батч-статистиці",[5191,8147,8148,8151],{},[5195,8149,8150],{},"Застосування:"," Після кожного Conv\u002FLinear перед активацією",[5191,8153,8154,8157],{},[5195,8155,8156],{},"Сила:"," Середня (регуляризація — побічний ефект, не основна мета)",[5230,8159,8162,8167,8172],{"icon":8160,"title":8161},"i-lucide-droplet","💧 Dropout",[5191,8163,8164,8166],{},[5195,8165,8144],{}," Запобігання ко-адаптації нейронів + ансамбль ефект",[5191,8168,8169,8171],{},[5195,8170,8150],{}," Після активацій у FC шарах (p=0.2-0.5)",[5191,8173,8174,8176],{},[5195,8175,8156],{}," Сильна для великих FC шарів",[5230,8178,8181,8186,8195],{"icon":8179,"title":8180},"i-lucide-scale","⚖️ Weight Decay (L2 Regularization)",[5191,8182,8183,8185],{},[5195,8184,8144],{}," Штраф за великі ваги, підштовхує до простіших розв'язків",[5191,8187,8188,8190,8191,8194],{},[5195,8189,8150],{}," Параметр оптимізатора (",[5388,8192,8193],{},"weight_decay=5e-4",")",[5191,8196,8197,8199],{},[5195,8198,8156],{}," Помірна, але універсальна",[5230,8201,8204,8209,8217],{"icon":8202,"title":8203},"i-lucide-palette","🎨 Data Augmentation",[5191,8205,8206,8208],{},[5195,8207,8144],{}," Збільшення розмаїття даних, модель бачить варіації кожного зображення",[5191,8210,8211,8213,8214,8194],{},[5195,8212,8150],{}," Трансформації при завантаженні (",[5388,8215,8216],{},"transforms.RandomHorizontalFlip()",[5191,8218,8219,8221],{},[5195,8220,8156],{}," Найпотужніша для комп'ютерного зору!",[5359,8223,8225],{"id":8224},"стратегії-комбінування","Стратегії комбінування",[5371,8227,8229,8270,10500],{"title":8228},"regularization_combinations_cifar10.ipynb",[5376,8230,8232,8236,8239],{"type":8231},"markdown",[5359,8233,8235],{"id":8234},"експеримент-комбінування-регуляризаційних-технік-на-cifar-10","Експеримент: комбінування регуляризаційних технік на CIFAR-10",[5191,8237,8238],{},"Порівняємо 5 стратегій:",[6931,8240,8241,8247,8252,8258,8264],{},[5278,8242,8243,8246],{},[5195,8244,8245],{},"Baseline"," — без регуляризації (очікуємо overfit)",[5278,8248,8249],{},[5195,8250,8251],{},"BatchNorm only",[5278,8253,8254,8257],{},[5195,8255,8256],{},"Dropout only"," (p=0.5)",[5278,8259,8260,8263],{},[5195,8261,8262],{},"BatchNorm + Dropout"," (p=0.3, зменшений через BN)",[5278,8265,8266,8269],{},[5195,8267,8268],{},"Повний стек:"," BatchNorm + Dropout + Weight Decay + Data Augmentation",[5376,8271,8273,10391],{"execution-count":5378,"execution-time":8272},"850.2s",[5381,8274,8276],{"className":5383,"code":8275,"language":5385,"meta":5386,"style":5386},"import torch\nimport torch.nn as nn\nimport torch.optim as optim\nfrom torch.utils.data import DataLoader\nfrom torchvision import datasets, transforms\nimport time\n\n# 5 різних моделей\nclass CNN_Baseline(nn.Module):\n    \"\"\"Без регуляризації\"\"\"\n    def __init__(self):\n        super().__init__()\n        self.features = nn.Sequential(\n            nn.Conv2d(3, 64, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(64, 128, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(128, 256, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n        )\n        self.classifier = nn.Sequential(\n            nn.Linear(256*4*4, 512), nn.ReLU(),\n            nn.Linear(512, 10)\n        )\n    def forward(self, x):\n        x = self.features(x)\n        x = x.view(x.size(0), -1)\n        return self.classifier(x)\n\nclass CNN_BatchNormOnly(nn.Module):\n    \"\"\"Лише BatchNorm\"\"\"\n    def __init__(self):\n        super().__init__()\n        self.features = nn.Sequential(\n            nn.Conv2d(3, 64, 3, padding=1), nn.BatchNorm2d(64), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(64, 128, 3, padding=1), nn.BatchNorm2d(128), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(128, 256, 3, padding=1), nn.BatchNorm2d(256), nn.ReLU(), nn.MaxPool2d(2),\n        )\n        self.classifier = nn.Sequential(\n            nn.Linear(256*4*4, 512), nn.BatchNorm1d(512), nn.ReLU(),\n            nn.Linear(512, 10)\n        )\n    def forward(self, x):\n        x = self.features(x)\n        x = x.view(x.size(0), -1)\n        return self.classifier(x)\n\nclass CNN_DropoutOnly(nn.Module):\n    \"\"\"Лише Dropout\"\"\"\n    def __init__(self):\n        super().__init__()\n        self.features = nn.Sequential(\n            nn.Conv2d(3, 64, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(64, 128, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(128, 256, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),\n        )\n        self.classifier = nn.Sequential(\n            nn.Linear(256*4*4, 512), nn.ReLU(), nn.Dropout(0.5),\n            nn.Linear(512, 10)\n        )\n    def forward(self, x):\n        x = self.features(x)\n        x = x.view(x.size(0), -1)\n        return self.classifier(x)\n\nclass CNN_BN_Dropout(nn.Module):\n    \"\"\"BatchNorm + Dropout (зменшений)\"\"\"\n    def __init__(self):\n        super().__init__()\n        self.features = nn.Sequential(\n            nn.Conv2d(3, 64, 3, padding=1), nn.BatchNorm2d(64), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(64, 128, 3, padding=1), nn.BatchNorm2d(128), nn.ReLU(), nn.MaxPool2d(2),\n            nn.Conv2d(128, 256, 3, padding=1), nn.BatchNorm2d(256), nn.ReLU(), nn.MaxPool2d(2),\n        )\n        self.classifier = nn.Sequential(\n            nn.Linear(256*4*4, 512), nn.BatchNorm1d(512), nn.ReLU(), nn.Dropout(0.3),\n            nn.Linear(512, 10)\n        )\n    def forward(self, x):\n        x = self.features(x)\n        x = x.view(x.size(0), -1)\n        return self.classifier(x)\n\n# Трансформації\ntransform_simple = transforms.Compose([\n    transforms.ToTensor(),\n    transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010))\n])\n\ntransform_augmented = transforms.Compose([\n    transforms.RandomHorizontalFlip(),\n    transforms.RandomCrop(32, padding=4),\n    transforms.ToTensor(),\n    transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010))\n])\n\n# Датасети\ntrain_simple = datasets.CIFAR10('.\u002Fdata', train=True, download=True, transform=transform_simple)\ntrain_augmented = datasets.CIFAR10('.\u002Fdata', train=True, download=True, transform=transform_augmented)\ntest_dataset = datasets.CIFAR10('.\u002Fdata', train=False, download=True, transform=transform_simple)\n\ndef train_model(model, train_loader, test_loader, epochs=20, lr=0.01, weight_decay=0):\n    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n    model = model.to(device)\n    criterion = nn.CrossEntropyLoss()\n    optimizer = optim.SGD(model.parameters(), lr=lr, momentum=0.9, weight_decay=weight_decay)\n    scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=epochs)\n    \n    history = {'train_acc': [], 'test_acc': []}\n    \n    for epoch in range(epochs):\n        # Train\n        model.train()\n        train_correct, train_total = 0, 0\n        for images, labels in train_loader:\n            images, labels = images.to(device), labels.to(device)\n            outputs = model(images)\n            loss = criterion(outputs, labels)\n            optimizer.zero_grad()\n            loss.backward()\n            optimizer.step()\n            _, predicted = outputs.max(1)\n            train_total += labels.size(0)\n            train_correct += predicted.eq(labels).sum().item()\n        \n        # Test\n        model.eval()\n        test_correct, test_total = 0, 0\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                _, predicted = outputs.max(1)\n                test_total += labels.size(0)\n                test_correct += predicted.eq(labels).sum().item()\n        \n        train_acc = 100. * train_correct \u002F train_total\n        test_acc = 100. * test_correct \u002F test_total\n        history['train_acc'].append(train_acc)\n        history['test_acc'].append(test_acc)\n        scheduler.step()\n    \n    return history\n\n# Експеримент\nconfigs = [\n    (\"Baseline (без регул.)\", CNN_Baseline(), train_simple, 0.01, 0),\n    (\"BatchNorm only\", CNN_BatchNormOnly(), train_simple, 0.1, 0),\n    (\"Dropout only\", CNN_DropoutOnly(), train_simple, 0.01, 0),\n    (\"BN + Dropout\", CNN_BN_Dropout(), train_simple, 0.1, 0),\n    (\"Повний стек\", CNN_BN_Dropout(), train_augmented, 0.1, 5e-4),\n]\n\nresults = {}\ntest_loader = DataLoader(test_dataset, batch_size=128, shuffle=False, num_workers=2)\n\nprint(\"🚀 Експеримент: порівняння регуляризаційних стратегій\\n\")\n\nfor name, model, train_data, lr, wd in configs:\n    print(f\"📊 Навчання: {name}\")\n    torch.manual_seed(42)\n    train_loader = DataLoader(train_data, batch_size=128, shuffle=True, num_workers=2)\n    history = train_model(model, train_loader, test_loader, epochs=20, lr=lr, weight_decay=wd)\n    results[name] = history\n    \n    final_train = history['train_acc'][-1]\n    final_test = history['test_acc'][-1]\n    gap = final_train - final_test\n    print(f\"   Фінал: Train={final_train:.2f}%, Test={final_test:.2f}%, Gap={gap:.2f}%\\n\")\n\nprint(\"🎉 Експеримент завершено!\")\n",[5388,8277,8278,8284,8294,8306,8318,8330,8337,8341,8346,8363,8368,8380,8391,8398,8431,8459,8487,8492,8499,8523,8535,8539,8555,8564,8578,8588,8592,8609,8614,8626,8636,8642,8675,8707,8739,8743,8749,8774,8786,8790,8806,8814,8826,8834,8838,8855,8860,8872,8882,8888,8916,8944,8972,8976,8982,9007,9019,9023,9039,9047,9059,9067,9071,9088,9093,9105,9115,9121,9153,9185,9217,9221,9227,9255,9267,9271,9287,9295,9307,9315,9319,9324,9329,9334,9370,9374,9379,9385,9391,9410,9415,9444,9449,9454,9460,9496,9527,9558,9563,9618,9641,9647,9653,9679,9691,9696,9714,9719,9735,9741,9747,9760,9773,9779,9785,9791,9797,9803,9809,9819,9829,9835,9840,9846,9852,9864,9872,9884,9890,9896,9906,9916,9922,9927,9938,9949,9960,9970,9976,9981,9990,9995,10001,10007,10027,10046,10065,10084,10104,10109,10114,10120,10153,10158,10174,10179,10192,10216,10226,10256,10279,10285,10290,10305,10319,10325,10374,10379],{"__ignoreMap":5386},[5391,8279,8280,8282],{"class":5393,"line":5394},[5391,8281,5398],{"class":5397},[5391,8283,7110],{"class":5401},[5391,8285,8286,8288,8290,8292],{"class":5393,"line":5411},[5391,8287,5398],{"class":5397},[5391,8289,7117],{"class":5401},[5391,8291,5405],{"class":5397},[5391,8293,7122],{"class":5401},[5391,8295,8296,8298,8301,8303],{"class":5393,"line":5424},[5391,8297,5398],{"class":5397},[5391,8299,8300],{"class":5401}," torch.optim ",[5391,8302,5405],{"class":5397},[5391,8304,8305],{"class":5401}," optim\n",[5391,8307,8308,8310,8313,8315],{"class":5393,"line":5438},[5391,8309,5427],{"class":5397},[5391,8311,8312],{"class":5401}," torch.utils.data ",[5391,8314,5398],{"class":5397},[5391,8316,8317],{"class":5401}," DataLoader\n",[5391,8319,8320,8322,8325,8327],{"class":5393,"line":5451},[5391,8321,5427],{"class":5397},[5391,8323,8324],{"class":5401}," torchvision ",[5391,8326,5398],{"class":5397},[5391,8328,8329],{"class":5401}," datasets, transforms\n",[5391,8331,8332,8334],{"class":5393,"line":5464},[5391,8333,5398],{"class":5397},[5391,8335,8336],{"class":5401}," time\n",[5391,8338,8339],{"class":5393,"line":5471},[5391,8340,5468],{"emptyLinePlaceholder":5467},[5391,8342,8343],{"class":5393,"line":5478},[5391,8344,8345],{"class":5474},"# 5 різних моделей\n",[5391,8347,8348,8350,8353,8355,8357,8359,8361],{"class":5393,"line":5491},[5391,8349,7136],{"class":6039},[5391,8351,8352],{"class":6421}," CNN_Baseline",[5391,8354,6425],{"class":5401},[5391,8356,7144],{"class":6421},[5391,8358,5357],{"class":5401},[5391,8360,7149],{"class":6421},[5391,8362,7152],{"class":5401},[5391,8364,8365],{"class":5393,"line":5500},[5391,8366,8367],{"class":5746},"    \"\"\"Без регуляризації\"\"\"\n",[5391,8369,8370,8372,8374,8376,8378],{"class":5393,"line":5517},[5391,8371,7157],{"class":6039},[5391,8373,7160],{"class":5843},[5391,8375,6425],{"class":5401},[5391,8377,7165],{"class":5644},[5391,8379,7152],{"class":5401},[5391,8381,8382,8384,8387,8389],{"class":5393,"line":5539},[5391,8383,7172],{"class":6421},[5391,8385,8386],{"class":5401},"().",[5391,8388,7183],{"class":5843},[5391,8390,7186],{"class":5401},[5391,8392,8393,8395],{"class":5393,"line":5544},[5391,8394,7191],{"class":6039},[5391,8396,8397],{"class":5401},".features = nn.Sequential(\n",[5391,8399,8400,8403,8405,8407,8410,8412,8414,8416,8419,8421,8423,8426,8428],{"class":5393,"line":5550},[5391,8401,8402],{"class":5401},"            nn.Conv2d(",[5391,8404,5807],{"class":5484},[5391,8406,5509],{"class":5401},[5391,8408,8409],{"class":5484},"64",[5391,8411,5509],{"class":5401},[5391,8413,5807],{"class":5484},[5391,8415,5509],{"class":5401},[5391,8417,8418],{"class":5644},"padding",[5391,8420,5881],{"class":5401},[5391,8422,5378],{"class":5484},[5391,8424,8425],{"class":5401},"), nn.ReLU(), nn.MaxPool2d(",[5391,8427,5523],{"class":5484},[5391,8429,8430],{"class":5401},"),\n",[5391,8432,8433,8435,8437,8439,8441,8443,8445,8447,8449,8451,8453,8455,8457],{"class":5393,"line":5569},[5391,8434,8402],{"class":5401},[5391,8436,8409],{"class":5484},[5391,8438,5509],{"class":5401},[5391,8440,7237],{"class":5484},[5391,8442,5509],{"class":5401},[5391,8444,5807],{"class":5484},[5391,8446,5509],{"class":5401},[5391,8448,8418],{"class":5644},[5391,8450,5881],{"class":5401},[5391,8452,5378],{"class":5484},[5391,8454,8425],{"class":5401},[5391,8456,5523],{"class":5484},[5391,8458,8430],{"class":5401},[5391,8460,8461,8463,8465,8467,8469,8471,8473,8475,8477,8479,8481,8483,8485],{"class":5393,"line":5580},[5391,8462,8402],{"class":5401},[5391,8464,7237],{"class":5484},[5391,8466,5509],{"class":5401},[5391,8468,7201],{"class":5484},[5391,8470,5509],{"class":5401},[5391,8472,5807],{"class":5484},[5391,8474,5509],{"class":5401},[5391,8476,8418],{"class":5644},[5391,8478,5881],{"class":5401},[5391,8480,5378],{"class":5484},[5391,8482,8425],{"class":5401},[5391,8484,5523],{"class":5484},[5391,8486,8430],{"class":5401},[5391,8488,8489],{"class":5393,"line":5585},[5391,8490,8491],{"class":5401},"        )\n",[5391,8493,8494,8496],{"class":5393,"line":5591},[5391,8495,7191],{"class":6039},[5391,8497,8498],{"class":5401},".classifier = nn.Sequential(\n",[5391,8500,8501,8504,8506,8509,8511,8513,8515,8517,8520],{"class":5393,"line":5612},[5391,8502,8503],{"class":5401},"            nn.Linear(",[5391,8505,7201],{"class":5484},[5391,8507,8508],{"class":5401},"*",[5391,8510,5601],{"class":5484},[5391,8512,8508],{"class":5401},[5391,8514,5601],{"class":5484},[5391,8516,5509],{"class":5401},[5391,8518,8519],{"class":5484},"512",[5391,8521,8522],{"class":5401},"), nn.ReLU(),\n",[5391,8524,8525,8527,8529,8531,8533],{"class":5393,"line":5618},[5391,8526,8503],{"class":5401},[5391,8528,8519],{"class":5484},[5391,8530,5509],{"class":5401},[5391,8532,6144],{"class":5484},[5391,8534,5488],{"class":5401},[5391,8536,8537],{"class":5393,"line":5623},[5391,8538,8491],{"class":5401},[5391,8540,8541,8543,8545,8547,8549,8551,8553],{"class":5393,"line":5638},[5391,8542,7157],{"class":6039},[5391,8544,7291],{"class":5843},[5391,8546,6425],{"class":5401},[5391,8548,7165],{"class":5644},[5391,8550,5509],{"class":5401},[5391,8552,7300],{"class":5644},[5391,8554,7152],{"class":5401},[5391,8556,8557,8559,8561],{"class":5393,"line":5651},[5391,8558,7307],{"class":5401},[5391,8560,7165],{"class":6039},[5391,8562,8563],{"class":5401},".features(x)\n",[5391,8565,8566,8569,8571,8574,8576],{"class":5393,"line":5666},[5391,8567,8568],{"class":5401},"        x = x.view(x.size(",[5391,8570,5506],{"class":5484},[5391,8572,8573],{"class":5401},"), -",[5391,8575,5378],{"class":5484},[5391,8577,5488],{"class":5401},[5391,8579,8580,8582,8585],{"class":5393,"line":5680},[5391,8581,7376],{"class":5397},[5391,8583,8584],{"class":6039}," self",[5391,8586,8587],{"class":5401},".classifier(x)\n",[5391,8589,8590],{"class":5393,"line":5686},[5391,8591,5468],{"emptyLinePlaceholder":5467},[5391,8593,8594,8596,8599,8601,8603,8605,8607],{"class":5393,"line":5692},[5391,8595,7136],{"class":6039},[5391,8597,8598],{"class":6421}," CNN_BatchNormOnly",[5391,8600,6425],{"class":5401},[5391,8602,7144],{"class":6421},[5391,8604,5357],{"class":5401},[5391,8606,7149],{"class":6421},[5391,8608,7152],{"class":5401},[5391,8610,8611],{"class":5393,"line":5698},[5391,8612,8613],{"class":5746},"    \"\"\"Лише BatchNorm\"\"\"\n",[5391,8615,8616,8618,8620,8622,8624],{"class":5393,"line":5703},[5391,8617,7157],{"class":6039},[5391,8619,7160],{"class":5843},[5391,8621,6425],{"class":5401},[5391,8623,7165],{"class":5644},[5391,8625,7152],{"class":5401},[5391,8627,8628,8630,8632,8634],{"class":5393,"line":5709},[5391,8629,7172],{"class":6421},[5391,8631,8386],{"class":5401},[5391,8633,7183],{"class":5843},[5391,8635,7186],{"class":5401},[5391,8637,8638,8640],{"class":5393,"line":5715},[5391,8639,7191],{"class":6039},[5391,8641,8397],{"class":5401},[5391,8643,8644,8646,8648,8650,8652,8654,8656,8658,8660,8662,8664,8667,8669,8671,8673],{"class":5393,"line":5720},[5391,8645,8402],{"class":5401},[5391,8647,5807],{"class":5484},[5391,8649,5509],{"class":5401},[5391,8651,8409],{"class":5484},[5391,8653,5509],{"class":5401},[5391,8655,5807],{"class":5484},[5391,8657,5509],{"class":5401},[5391,8659,8418],{"class":5644},[5391,8661,5881],{"class":5401},[5391,8663,5378],{"class":5484},[5391,8665,8666],{"class":5401},"), nn.BatchNorm2d(",[5391,8668,8409],{"class":5484},[5391,8670,8425],{"class":5401},[5391,8672,5523],{"class":5484},[5391,8674,8430],{"class":5401},[5391,8676,8677,8679,8681,8683,8685,8687,8689,8691,8693,8695,8697,8699,8701,8703,8705],{"class":5393,"line":5726},[5391,8678,8402],{"class":5401},[5391,8680,8409],{"class":5484},[5391,8682,5509],{"class":5401},[5391,8684,7237],{"class":5484},[5391,8686,5509],{"class":5401},[5391,8688,5807],{"class":5484},[5391,8690,5509],{"class":5401},[5391,8692,8418],{"class":5644},[5391,8694,5881],{"class":5401},[5391,8696,5378],{"class":5484},[5391,8698,8666],{"class":5401},[5391,8700,7237],{"class":5484},[5391,8702,8425],{"class":5401},[5391,8704,5523],{"class":5484},[5391,8706,8430],{"class":5401},[5391,8708,8709,8711,8713,8715,8717,8719,8721,8723,8725,8727,8729,8731,8733,8735,8737],{"class":5393,"line":5732},[5391,8710,8402],{"class":5401},[5391,8712,7237],{"class":5484},[5391,8714,5509],{"class":5401},[5391,8716,7201],{"class":5484},[5391,8718,5509],{"class":5401},[5391,8720,5807],{"class":5484},[5391,8722,5509],{"class":5401},[5391,8724,8418],{"class":5644},[5391,8726,5881],{"class":5401},[5391,8728,5378],{"class":5484},[5391,8730,8666],{"class":5401},[5391,8732,7201],{"class":5484},[5391,8734,8425],{"class":5401},[5391,8736,5523],{"class":5484},[5391,8738,8430],{"class":5401},[5391,8740,8741],{"class":5393,"line":5737},[5391,8742,8491],{"class":5401},[5391,8744,8745,8747],{"class":5393,"line":5743},[5391,8746,7191],{"class":6039},[5391,8748,8498],{"class":5401},[5391,8750,8751,8753,8755,8757,8759,8761,8763,8765,8767,8770,8772],{"class":5393,"line":5753},[5391,8752,8503],{"class":5401},[5391,8754,7201],{"class":5484},[5391,8756,8508],{"class":5401},[5391,8758,5601],{"class":5484},[5391,8760,8508],{"class":5401},[5391,8762,5601],{"class":5484},[5391,8764,5509],{"class":5401},[5391,8766,8519],{"class":5484},[5391,8768,8769],{"class":5401},"), nn.BatchNorm1d(",[5391,8771,8519],{"class":5484},[5391,8773,8522],{"class":5401},[5391,8775,8776,8778,8780,8782,8784],{"class":5393,"line":5762},[5391,8777,8503],{"class":5401},[5391,8779,8519],{"class":5484},[5391,8781,5509],{"class":5401},[5391,8783,6144],{"class":5484},[5391,8785,5488],{"class":5401},[5391,8787,8788],{"class":5393,"line":5771},[5391,8789,8491],{"class":5401},[5391,8791,8792,8794,8796,8798,8800,8802,8804],{"class":5393,"line":5780},[5391,8793,7157],{"class":6039},[5391,8795,7291],{"class":5843},[5391,8797,6425],{"class":5401},[5391,8799,7165],{"class":5644},[5391,8801,5509],{"class":5401},[5391,8803,7300],{"class":5644},[5391,8805,7152],{"class":5401},[5391,8807,8808,8810,8812],{"class":5393,"line":5786},[5391,8809,7307],{"class":5401},[5391,8811,7165],{"class":6039},[5391,8813,8563],{"class":5401},[5391,8815,8816,8818,8820,8822,8824],{"class":5393,"line":5791},[5391,8817,8568],{"class":5401},[5391,8819,5506],{"class":5484},[5391,8821,8573],{"class":5401},[5391,8823,5378],{"class":5484},[5391,8825,5488],{"class":5401},[5391,8827,8828,8830,8832],{"class":5393,"line":5797},[5391,8829,7376],{"class":5397},[5391,8831,8584],{"class":6039},[5391,8833,8587],{"class":5401},[5391,8835,8836],{"class":5393,"line":5828},[5391,8837,5468],{"emptyLinePlaceholder":5467},[5391,8839,8840,8842,8845,8847,8849,8851,8853],{"class":5393,"line":5833},[5391,8841,7136],{"class":6039},[5391,8843,8844],{"class":6421}," CNN_DropoutOnly",[5391,8846,6425],{"class":5401},[5391,8848,7144],{"class":6421},[5391,8850,5357],{"class":5401},[5391,8852,7149],{"class":6421},[5391,8854,7152],{"class":5401},[5391,8856,8857],{"class":5393,"line":5850},[5391,8858,8859],{"class":5746},"    \"\"\"Лише Dropout\"\"\"\n",[5391,8861,8862,8864,8866,8868,8870],{"class":5393,"line":5856},[5391,8863,7157],{"class":6039},[5391,8865,7160],{"class":5843},[5391,8867,6425],{"class":5401},[5391,8869,7165],{"class":5644},[5391,8871,7152],{"class":5401},[5391,8873,8874,8876,8878,8880],{"class":5393,"line":5861},[5391,8875,7172],{"class":6421},[5391,8877,8386],{"class":5401},[5391,8879,7183],{"class":5843},[5391,8881,7186],{"class":5401},[5391,8883,8884,8886],{"class":5393,"line":5867},[5391,8885,7191],{"class":6039},[5391,8887,8397],{"class":5401},[5391,8889,8890,8892,8894,8896,8898,8900,8902,8904,8906,8908,8910,8912,8914],{"class":5393,"line":5908},[5391,8891,8402],{"class":5401},[5391,8893,5807],{"class":5484},[5391,8895,5509],{"class":5401},[5391,8897,8409],{"class":5484},[5391,8899,5509],{"class":5401},[5391,8901,5807],{"class":5484},[5391,8903,5509],{"class":5401},[5391,8905,8418],{"class":5644},[5391,8907,5881],{"class":5401},[5391,8909,5378],{"class":5484},[5391,8911,8425],{"class":5401},[5391,8913,5523],{"class":5484},[5391,8915,8430],{"class":5401},[5391,8917,8918,8920,8922,8924,8926,8928,8930,8932,8934,8936,8938,8940,8942],{"class":5393,"line":5913},[5391,8919,8402],{"class":5401},[5391,8921,8409],{"class":5484},[5391,8923,5509],{"class":5401},[5391,8925,7237],{"class":5484},[5391,8927,5509],{"class":5401},[5391,8929,5807],{"class":5484},[5391,8931,5509],{"class":5401},[5391,8933,8418],{"class":5644},[5391,8935,5881],{"class":5401},[5391,8937,5378],{"class":5484},[5391,8939,8425],{"class":5401},[5391,8941,5523],{"class":5484},[5391,8943,8430],{"class":5401},[5391,8945,8946,8948,8950,8952,8954,8956,8958,8960,8962,8964,8966,8968,8970],{"class":5393,"line":5919},[5391,8947,8402],{"class":5401},[5391,8949,7237],{"class":5484},[5391,8951,5509],{"class":5401},[5391,8953,7201],{"class":5484},[5391,8955,5509],{"class":5401},[5391,8957,5807],{"class":5484},[5391,8959,5509],{"class":5401},[5391,8961,8418],{"class":5644},[5391,8963,5881],{"class":5401},[5391,8965,5378],{"class":5484},[5391,8967,8425],{"class":5401},[5391,8969,5523],{"class":5484},[5391,8971,8430],{"class":5401},[5391,8973,8974],{"class":5393,"line":5954},[5391,8975,8491],{"class":5401},[5391,8977,8978,8980],{"class":5393,"line":5994},[5391,8979,7191],{"class":6039},[5391,8981,8498],{"class":5401},[5391,8983,8984,8986,8988,8990,8992,8994,8996,8998,9000,9003,9005],{"class":5393,"line":5999},[5391,8985,8503],{"class":5401},[5391,8987,7201],{"class":5484},[5391,8989,8508],{"class":5401},[5391,8991,5601],{"class":5484},[5391,8993,8508],{"class":5401},[5391,8995,5601],{"class":5484},[5391,8997,5509],{"class":5401},[5391,8999,8519],{"class":5484},[5391,9001,9002],{"class":5401},"), nn.ReLU(), nn.Dropout(",[5391,9004,6383],{"class":5484},[5391,9006,8430],{"class":5401},[5391,9008,9009,9011,9013,9015,9017],{"class":5393,"line":6005},[5391,9010,8503],{"class":5401},[5391,9012,8519],{"class":5484},[5391,9014,5509],{"class":5401},[5391,9016,6144],{"class":5484},[5391,9018,5488],{"class":5401},[5391,9020,9021],{"class":5393,"line":6031},[5391,9022,8491],{"class":5401},[5391,9024,9025,9027,9029,9031,9033,9035,9037],{"class":5393,"line":6059},[5391,9026,7157],{"class":6039},[5391,9028,7291],{"class":5843},[5391,9030,6425],{"class":5401},[5391,9032,7165],{"class":5644},[5391,9034,5509],{"class":5401},[5391,9036,7300],{"class":5644},[5391,9038,7152],{"class":5401},[5391,9040,9041,9043,9045],{"class":5393,"line":6064},[5391,9042,7307],{"class":5401},[5391,9044,7165],{"class":6039},[5391,9046,8563],{"class":5401},[5391,9048,9049,9051,9053,9055,9057],{"class":5393,"line":6085},[5391,9050,8568],{"class":5401},[5391,9052,5506],{"class":5484},[5391,9054,8573],{"class":5401},[5391,9056,5378],{"class":5484},[5391,9058,5488],{"class":5401},[5391,9060,9061,9063,9065],{"class":5393,"line":6104},[5391,9062,7376],{"class":5397},[5391,9064,8584],{"class":6039},[5391,9066,8587],{"class":5401},[5391,9068,9069],{"class":5393,"line":6119},[5391,9070,5468],{"emptyLinePlaceholder":5467},[5391,9072,9073,9075,9078,9080,9082,9084,9086],{"class":5393,"line":6134},[5391,9074,7136],{"class":6039},[5391,9076,9077],{"class":6421}," CNN_BN_Dropout",[5391,9079,6425],{"class":5401},[5391,9081,7144],{"class":6421},[5391,9083,5357],{"class":5401},[5391,9085,7149],{"class":6421},[5391,9087,7152],{"class":5401},[5391,9089,9090],{"class":5393,"line":6149},[5391,9091,9092],{"class":5746},"    \"\"\"BatchNorm + Dropout (зменшений)\"\"\"\n",[5391,9094,9095,9097,9099,9101,9103],{"class":5393,"line":6154},[5391,9096,7157],{"class":6039},[5391,9098,7160],{"class":5843},[5391,9100,6425],{"class":5401},[5391,9102,7165],{"class":5644},[5391,9104,7152],{"class":5401},[5391,9106,9107,9109,9111,9113],{"class":5393,"line":6160},[5391,9108,7172],{"class":6421},[5391,9110,8386],{"class":5401},[5391,9112,7183],{"class":5843},[5391,9114,7186],{"class":5401},[5391,9116,9117,9119],{"class":5393,"line":6171},[5391,9118,7191],{"class":6039},[5391,9120,8397],{"class":5401},[5391,9122,9123,9125,9127,9129,9131,9133,9135,9137,9139,9141,9143,9145,9147,9149,9151],{"class":5393,"line":6182},[5391,9124,8402],{"class":5401},[5391,9126,5807],{"class":5484},[5391,9128,5509],{"class":5401},[5391,9130,8409],{"class":5484},[5391,9132,5509],{"class":5401},[5391,9134,5807],{"class":5484},[5391,9136,5509],{"class":5401},[5391,9138,8418],{"class":5644},[5391,9140,5881],{"class":5401},[5391,9142,5378],{"class":5484},[5391,9144,8666],{"class":5401},[5391,9146,8409],{"class":5484},[5391,9148,8425],{"class":5401},[5391,9150,5523],{"class":5484},[5391,9152,8430],{"class":5401},[5391,9154,9155,9157,9159,9161,9163,9165,9167,9169,9171,9173,9175,9177,9179,9181,9183],{"class":5393,"line":6187},[5391,9156,8402],{"class":5401},[5391,9158,8409],{"class":5484},[5391,9160,5509],{"class":5401},[5391,9162,7237],{"class":5484},[5391,9164,5509],{"class":5401},[5391,9166,5807],{"class":5484},[5391,9168,5509],{"class":5401},[5391,9170,8418],{"class":5644},[5391,9172,5881],{"class":5401},[5391,9174,5378],{"class":5484},[5391,9176,8666],{"class":5401},[5391,9178,7237],{"class":5484},[5391,9180,8425],{"class":5401},[5391,9182,5523],{"class":5484},[5391,9184,8430],{"class":5401},[5391,9186,9187,9189,9191,9193,9195,9197,9199,9201,9203,9205,9207,9209,9211,9213,9215],{"class":5393,"line":6201},[5391,9188,8402],{"class":5401},[5391,9190,7237],{"class":5484},[5391,9192,5509],{"class":5401},[5391,9194,7201],{"class":5484},[5391,9196,5509],{"class":5401},[5391,9198,5807],{"class":5484},[5391,9200,5509],{"class":5401},[5391,9202,8418],{"class":5644},[5391,9204,5881],{"class":5401},[5391,9206,5378],{"class":5484},[5391,9208,8666],{"class":5401},[5391,9210,7201],{"class":5484},[5391,9212,8425],{"class":5401},[5391,9214,5523],{"class":5484},[5391,9216,8430],{"class":5401},[5391,9218,9219],{"class":5393,"line":6221},[5391,9220,8491],{"class":5401},[5391,9222,9223,9225],{"class":5393,"line":6230},[5391,9224,7191],{"class":6039},[5391,9226,8498],{"class":5401},[5391,9228,9229,9231,9233,9235,9237,9239,9241,9243,9245,9247,9249,9251,9253],{"class":5393,"line":6242},[5391,9230,8503],{"class":5401},[5391,9232,7201],{"class":5484},[5391,9234,8508],{"class":5401},[5391,9236,5601],{"class":5484},[5391,9238,8508],{"class":5401},[5391,9240,5601],{"class":5484},[5391,9242,5509],{"class":5401},[5391,9244,8519],{"class":5484},[5391,9246,8769],{"class":5401},[5391,9248,8519],{"class":5484},[5391,9250,9002],{"class":5401},[5391,9252,6129],{"class":5484},[5391,9254,8430],{"class":5401},[5391,9256,9257,9259,9261,9263,9265],{"class":5393,"line":6260},[5391,9258,8503],{"class":5401},[5391,9260,8519],{"class":5484},[5391,9262,5509],{"class":5401},[5391,9264,6144],{"class":5484},[5391,9266,5488],{"class":5401},[5391,9268,9269],{"class":5393,"line":6268},[5391,9270,8491],{"class":5401},[5391,9272,9273,9275,9277,9279,9281,9283,9285],{"class":5393,"line":6276},[5391,9274,7157],{"class":6039},[5391,9276,7291],{"class":5843},[5391,9278,6425],{"class":5401},[5391,9280,7165],{"class":5644},[5391,9282,5509],{"class":5401},[5391,9284,7300],{"class":5644},[5391,9286,7152],{"class":5401},[5391,9288,9289,9291,9293],{"class":5393,"line":6294},[5391,9290,7307],{"class":5401},[5391,9292,7165],{"class":6039},[5391,9294,8563],{"class":5401},[5391,9296,9297,9299,9301,9303,9305],{"class":5393,"line":6302},[5391,9298,8568],{"class":5401},[5391,9300,5506],{"class":5484},[5391,9302,8573],{"class":5401},[5391,9304,5378],{"class":5484},[5391,9306,5488],{"class":5401},[5391,9308,9309,9311,9313],{"class":5393,"line":6307},[5391,9310,7376],{"class":5397},[5391,9312,8584],{"class":6039},[5391,9314,8587],{"class":5401},[5391,9316,9317],{"class":5393,"line":6354},[5391,9318,5468],{"emptyLinePlaceholder":5467},[5391,9320,9321],{"class":5393,"line":6377},[5391,9322,9323],{"class":5474},"# Трансформації\n",[5391,9325,9326],{"class":5393,"line":6413},[5391,9327,9328],{"class":5401},"transform_simple = transforms.Compose([\n",[5391,9330,9331],{"class":5393,"line":6456},[5391,9332,9333],{"class":5401},"    transforms.ToTensor(),\n",[5391,9335,9336,9339,9342,9344,9347,9349,9352,9355,9358,9360,9363,9365,9368],{"class":5393,"line":6461},[5391,9337,9338],{"class":5401},"    transforms.Normalize((",[5391,9340,9341],{"class":5484},"0.4914",[5391,9343,5509],{"class":5401},[5391,9345,9346],{"class":5484},"0.4822",[5391,9348,5509],{"class":5401},[5391,9350,9351],{"class":5484},"0.4465",[5391,9353,9354],{"class":5401},"), (",[5391,9356,9357],{"class":5484},"0.2023",[5391,9359,5509],{"class":5401},[5391,9361,9362],{"class":5484},"0.1994",[5391,9364,5509],{"class":5401},[5391,9366,9367],{"class":5484},"0.2010",[5391,9369,5663],{"class":5401},[5391,9371,9372],{"class":5393,"line":6467},[5391,9373,6116],{"class":5401},[5391,9375,9377],{"class":5393,"line":9376},86,[5391,9378,5468],{"emptyLinePlaceholder":5467},[5391,9380,9382],{"class":5393,"line":9381},87,[5391,9383,9384],{"class":5401},"transform_augmented = transforms.Compose([\n",[5391,9386,9388],{"class":5393,"line":9387},88,[5391,9389,9390],{"class":5401},"    transforms.RandomHorizontalFlip(),\n",[5391,9392,9394,9397,9400,9402,9404,9406,9408],{"class":5393,"line":9393},89,[5391,9395,9396],{"class":5401},"    transforms.RandomCrop(",[5391,9398,9399],{"class":5484},"32",[5391,9401,5509],{"class":5401},[5391,9403,8418],{"class":5644},[5391,9405,5881],{"class":5401},[5391,9407,5601],{"class":5484},[5391,9409,8430],{"class":5401},[5391,9411,9413],{"class":5393,"line":9412},90,[5391,9414,9333],{"class":5401},[5391,9416,9418,9420,9422,9424,9426,9428,9430,9432,9434,9436,9438,9440,9442],{"class":5393,"line":9417},91,[5391,9419,9338],{"class":5401},[5391,9421,9341],{"class":5484},[5391,9423,5509],{"class":5401},[5391,9425,9346],{"class":5484},[5391,9427,5509],{"class":5401},[5391,9429,9351],{"class":5484},[5391,9431,9354],{"class":5401},[5391,9433,9357],{"class":5484},[5391,9435,5509],{"class":5401},[5391,9437,9362],{"class":5484},[5391,9439,5509],{"class":5401},[5391,9441,9367],{"class":5484},[5391,9443,5663],{"class":5401},[5391,9445,9447],{"class":5393,"line":9446},92,[5391,9448,6116],{"class":5401},[5391,9450,9452],{"class":5393,"line":9451},93,[5391,9453,5468],{"emptyLinePlaceholder":5467},[5391,9455,9457],{"class":5393,"line":9456},94,[5391,9458,9459],{"class":5474},"# Датасети\n",[5391,9461,9463,9466,9469,9471,9474,9476,9479,9481,9484,9486,9488,9490,9493],{"class":5393,"line":9462},95,[5391,9464,9465],{"class":5401},"train_simple = datasets.CIFAR10(",[5391,9467,9468],{"class":5746},"'.\u002Fdata'",[5391,9470,5509],{"class":5401},[5391,9472,9473],{"class":5644},"train",[5391,9475,5881],{"class":5401},[5391,9477,9478],{"class":6039},"True",[5391,9480,5509],{"class":5401},[5391,9482,9483],{"class":5644},"download",[5391,9485,5881],{"class":5401},[5391,9487,9478],{"class":6039},[5391,9489,5509],{"class":5401},[5391,9491,9492],{"class":5644},"transform",[5391,9494,9495],{"class":5401},"=transform_simple)\n",[5391,9497,9499,9502,9504,9506,9508,9510,9512,9514,9516,9518,9520,9522,9524],{"class":5393,"line":9498},96,[5391,9500,9501],{"class":5401},"train_augmented = datasets.CIFAR10(",[5391,9503,9468],{"class":5746},[5391,9505,5509],{"class":5401},[5391,9507,9473],{"class":5644},[5391,9509,5881],{"class":5401},[5391,9511,9478],{"class":6039},[5391,9513,5509],{"class":5401},[5391,9515,9483],{"class":5644},[5391,9517,5881],{"class":5401},[5391,9519,9478],{"class":6039},[5391,9521,5509],{"class":5401},[5391,9523,9492],{"class":5644},[5391,9525,9526],{"class":5401},"=transform_augmented)\n",[5391,9528,9530,9533,9535,9537,9539,9541,9544,9546,9548,9550,9552,9554,9556],{"class":5393,"line":9529},97,[5391,9531,9532],{"class":5401},"test_dataset = datasets.CIFAR10(",[5391,9534,9468],{"class":5746},[5391,9536,5509],{"class":5401},[5391,9538,9473],{"class":5644},[5391,9540,5881],{"class":5401},[5391,9542,9543],{"class":6039},"False",[5391,9545,5509],{"class":5401},[5391,9547,9483],{"class":5644},[5391,9549,5881],{"class":5401},[5391,9551,9478],{"class":6039},[5391,9553,5509],{"class":5401},[5391,9555,9492],{"class":5644},[5391,9557,9495],{"class":5401},[5391,9559,9561],{"class":5393,"line":9560},98,[5391,9562,5468],{"emptyLinePlaceholder":5467},[5391,9564,9566,9569,9572,9574,9577,9579,9582,9584,9587,9589,9592,9594,9597,9599,9602,9604,9607,9609,9612,9614,9616],{"class":5393,"line":9565},99,[5391,9567,9568],{"class":6039},"def",[5391,9570,9571],{"class":5843}," train_model",[5391,9573,6425],{"class":5401},[5391,9575,9576],{"class":5644},"model",[5391,9578,5509],{"class":5401},[5391,9580,9581],{"class":5644},"train_loader",[5391,9583,5509],{"class":5401},[5391,9585,9586],{"class":5644},"test_loader",[5391,9588,5509],{"class":5401},[5391,9590,9591],{"class":5644},"epochs",[5391,9593,5881],{"class":5401},[5391,9595,9596],{"class":5484},"20",[5391,9598,5509],{"class":5401},[5391,9600,9601],{"class":5644},"lr",[5391,9603,5881],{"class":5401},[5391,9605,9606],{"class":5484},"0.01",[5391,9608,5509],{"class":5401},[5391,9610,9611],{"class":5644},"weight_decay",[5391,9613,5881],{"class":5401},[5391,9615,5506],{"class":5484},[5391,9617,7152],{"class":5401},[5391,9619,9621,9624,9627,9630,9633,9636,9639],{"class":5393,"line":9620},100,[5391,9622,9623],{"class":5401},"    device = torch.device(",[5391,9625,9626],{"class":5746},"'cuda'",[5391,9628,9629],{"class":5397}," if",[5391,9631,9632],{"class":5401}," torch.cuda.is_available() ",[5391,9634,9635],{"class":5397},"else",[5391,9637,9638],{"class":5746}," 'cpu'",[5391,9640,5488],{"class":5401},[5391,9642,9644],{"class":5393,"line":9643},101,[5391,9645,9646],{"class":5401},"    model = model.to(device)\n",[5391,9648,9650],{"class":5393,"line":9649},102,[5391,9651,9652],{"class":5401},"    criterion = nn.CrossEntropyLoss()\n",[5391,9654,9656,9659,9661,9664,9667,9669,9672,9674,9676],{"class":5393,"line":9655},103,[5391,9657,9658],{"class":5401},"    optimizer = optim.SGD(model.parameters(), ",[5391,9660,9601],{"class":5644},[5391,9662,9663],{"class":5401},"=lr, ",[5391,9665,9666],{"class":5644},"momentum",[5391,9668,5881],{"class":5401},[5391,9670,9671],{"class":5484},"0.9",[5391,9673,5509],{"class":5401},[5391,9675,9611],{"class":5644},[5391,9677,9678],{"class":5401},"=weight_decay)\n",[5391,9680,9682,9685,9688],{"class":5393,"line":9681},104,[5391,9683,9684],{"class":5401},"    scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, ",[5391,9686,9687],{"class":5644},"T_max",[5391,9689,9690],{"class":5401},"=epochs)\n",[5391,9692,9694],{"class":5393,"line":9693},105,[5391,9695,5683],{"class":5401},[5391,9697,9699,9702,9705,9708,9711],{"class":5393,"line":9698},106,[5391,9700,9701],{"class":5401},"    history = {",[5391,9703,9704],{"class":5746},"'train_acc'",[5391,9706,9707],{"class":5401},": [], ",[5391,9709,9710],{"class":5746},"'test_acc'",[5391,9712,9713],{"class":5401},": []}\n",[5391,9715,9717],{"class":5393,"line":9716},107,[5391,9718,5683],{"class":5401},[5391,9720,9722,9724,9727,9729,9732],{"class":5393,"line":9721},108,[5391,9723,7826],{"class":5397},[5391,9725,9726],{"class":5401}," epoch ",[5391,9728,5632],{"class":5397},[5391,9730,9731],{"class":5843}," range",[5391,9733,9734],{"class":5401},"(epochs):\n",[5391,9736,9738],{"class":5393,"line":9737},109,[5391,9739,9740],{"class":5474},"        # Train\n",[5391,9742,9744],{"class":5393,"line":9743},110,[5391,9745,9746],{"class":5401},"        model.train()\n",[5391,9748,9750,9753,9755,9757],{"class":5393,"line":9749},111,[5391,9751,9752],{"class":5401},"        train_correct, train_total = ",[5391,9754,5506],{"class":5484},[5391,9756,5509],{"class":5401},[5391,9758,9759],{"class":5484},"0\n",[5391,9761,9763,9766,9768,9770],{"class":5393,"line":9762},112,[5391,9764,9765],{"class":5397},"        for",[5391,9767,7782],{"class":5401},[5391,9769,5632],{"class":5397},[5391,9771,9772],{"class":5401}," train_loader:\n",[5391,9774,9776],{"class":5393,"line":9775},113,[5391,9777,9778],{"class":5401},"            images, labels = images.to(device), labels.to(device)\n",[5391,9780,9782],{"class":5393,"line":9781},114,[5391,9783,9784],{"class":5401},"            outputs = model(images)\n",[5391,9786,9788],{"class":5393,"line":9787},115,[5391,9789,9790],{"class":5401},"            loss = criterion(outputs, labels)\n",[5391,9792,9794],{"class":5393,"line":9793},116,[5391,9795,9796],{"class":5401},"            optimizer.zero_grad()\n",[5391,9798,9800],{"class":5393,"line":9799},117,[5391,9801,9802],{"class":5401},"            loss.backward()\n",[5391,9804,9806],{"class":5393,"line":9805},118,[5391,9807,9808],{"class":5401},"            optimizer.step()\n",[5391,9810,9812,9815,9817],{"class":5393,"line":9811},119,[5391,9813,9814],{"class":5401},"            _, predicted = outputs.max(",[5391,9816,5378],{"class":5484},[5391,9818,5488],{"class":5401},[5391,9820,9822,9825,9827],{"class":5393,"line":9821},120,[5391,9823,9824],{"class":5401},"            train_total += labels.size(",[5391,9826,5506],{"class":5484},[5391,9828,5488],{"class":5401},[5391,9830,9832],{"class":5393,"line":9831},121,[5391,9833,9834],{"class":5401},"            train_correct += predicted.eq(labels).sum().item()\n",[5391,9836,9838],{"class":5393,"line":9837},122,[5391,9839,7223],{"class":5401},[5391,9841,9843],{"class":5393,"line":9842},123,[5391,9844,9845],{"class":5474},"        # Test\n",[5391,9847,9849],{"class":5393,"line":9848},124,[5391,9850,9851],{"class":5401},"        model.eval()\n",[5391,9853,9855,9858,9860,9862],{"class":5393,"line":9854},125,[5391,9856,9857],{"class":5401},"        test_correct, test_total = ",[5391,9859,5506],{"class":5484},[5391,9861,5509],{"class":5401},[5391,9863,9759],{"class":5484},[5391,9865,9867,9870],{"class":5393,"line":9866},126,[5391,9868,9869],{"class":5397},"        with",[5391,9871,7821],{"class":5401},[5391,9873,9875,9878,9880,9882],{"class":5393,"line":9874},127,[5391,9876,9877],{"class":5397},"            for",[5391,9879,7782],{"class":5401},[5391,9881,5632],{"class":5397},[5391,9883,7787],{"class":5401},[5391,9885,9887],{"class":5393,"line":9886},128,[5391,9888,9889],{"class":5401},"                images, labels = images.to(device), labels.to(device)\n",[5391,9891,9893],{"class":5393,"line":9892},129,[5391,9894,9895],{"class":5401},"                outputs = model(images)\n",[5391,9897,9899,9902,9904],{"class":5393,"line":9898},130,[5391,9900,9901],{"class":5401},"                _, predicted = outputs.max(",[5391,9903,5378],{"class":5484},[5391,9905,5488],{"class":5401},[5391,9907,9909,9912,9914],{"class":5393,"line":9908},131,[5391,9910,9911],{"class":5401},"                test_total += labels.size(",[5391,9913,5506],{"class":5484},[5391,9915,5488],{"class":5401},[5391,9917,9919],{"class":5393,"line":9918},132,[5391,9920,9921],{"class":5401},"                test_correct += predicted.eq(labels).sum().item()\n",[5391,9923,9925],{"class":5393,"line":9924},133,[5391,9926,7223],{"class":5401},[5391,9928,9930,9933,9935],{"class":5393,"line":9929},134,[5391,9931,9932],{"class":5401},"        train_acc = ",[5391,9934,5564],{"class":5484},[5391,9936,9937],{"class":5401},". * train_correct \u002F train_total\n",[5391,9939,9941,9944,9946],{"class":5393,"line":9940},135,[5391,9942,9943],{"class":5401},"        test_acc = ",[5391,9945,5564],{"class":5484},[5391,9947,9948],{"class":5401},". * test_correct \u002F test_total\n",[5391,9950,9952,9955,9957],{"class":5393,"line":9951},136,[5391,9953,9954],{"class":5401},"        history[",[5391,9956,9704],{"class":5746},[5391,9958,9959],{"class":5401},"].append(train_acc)\n",[5391,9961,9963,9965,9967],{"class":5393,"line":9962},137,[5391,9964,9954],{"class":5401},[5391,9966,9710],{"class":5746},[5391,9968,9969],{"class":5401},"].append(test_acc)\n",[5391,9971,9973],{"class":5393,"line":9972},138,[5391,9974,9975],{"class":5401},"        scheduler.step()\n",[5391,9977,9979],{"class":5393,"line":9978},139,[5391,9980,5683],{"class":5401},[5391,9982,9984,9987],{"class":5393,"line":9983},140,[5391,9985,9986],{"class":5397},"    return",[5391,9988,9989],{"class":5401}," history\n",[5391,9991,9993],{"class":5393,"line":9992},141,[5391,9994,5468],{"emptyLinePlaceholder":5467},[5391,9996,9998],{"class":5393,"line":9997},142,[5391,9999,10000],{"class":5474},"# Експеримент\n",[5391,10002,10004],{"class":5393,"line":10003},143,[5391,10005,10006],{"class":5401},"configs = [\n",[5391,10008,10010,10013,10016,10019,10021,10023,10025],{"class":5393,"line":10009},144,[5391,10011,10012],{"class":5401},"    (",[5391,10014,10015],{"class":5746},"\"Baseline (без регул.)\"",[5391,10017,10018],{"class":5401},", CNN_Baseline(), train_simple, ",[5391,10020,9606],{"class":5484},[5391,10022,5509],{"class":5401},[5391,10024,5506],{"class":5484},[5391,10026,8430],{"class":5401},[5391,10028,10030,10032,10035,10038,10040,10042,10044],{"class":5393,"line":10029},145,[5391,10031,10012],{"class":5401},[5391,10033,10034],{"class":5746},"\"BatchNorm only\"",[5391,10036,10037],{"class":5401},", CNN_BatchNormOnly(), train_simple, ",[5391,10039,5533],{"class":5484},[5391,10041,5509],{"class":5401},[5391,10043,5506],{"class":5484},[5391,10045,8430],{"class":5401},[5391,10047,10049,10051,10054,10057,10059,10061,10063],{"class":5393,"line":10048},146,[5391,10050,10012],{"class":5401},[5391,10052,10053],{"class":5746},"\"Dropout only\"",[5391,10055,10056],{"class":5401},", CNN_DropoutOnly(), train_simple, ",[5391,10058,9606],{"class":5484},[5391,10060,5509],{"class":5401},[5391,10062,5506],{"class":5484},[5391,10064,8430],{"class":5401},[5391,10066,10068,10070,10073,10076,10078,10080,10082],{"class":5393,"line":10067},147,[5391,10069,10012],{"class":5401},[5391,10071,10072],{"class":5746},"\"BN + Dropout\"",[5391,10074,10075],{"class":5401},", CNN_BN_Dropout(), train_simple, ",[5391,10077,5533],{"class":5484},[5391,10079,5509],{"class":5401},[5391,10081,5506],{"class":5484},[5391,10083,8430],{"class":5401},[5391,10085,10087,10089,10092,10095,10097,10099,10102],{"class":5393,"line":10086},148,[5391,10088,10012],{"class":5401},[5391,10090,10091],{"class":5746},"\"Повний стек\"",[5391,10093,10094],{"class":5401},", CNN_BN_Dropout(), train_augmented, ",[5391,10096,5533],{"class":5484},[5391,10098,5509],{"class":5401},[5391,10100,10101],{"class":5484},"5e-4",[5391,10103,8430],{"class":5401},[5391,10105,10107],{"class":5393,"line":10106},149,[5391,10108,5609],{"class":5401},[5391,10110,10112],{"class":5393,"line":10111},150,[5391,10113,5468],{"emptyLinePlaceholder":5467},[5391,10115,10117],{"class":5393,"line":10116},151,[5391,10118,10119],{"class":5401},"results = {}\n",[5391,10121,10123,10126,10129,10131,10133,10135,10138,10140,10142,10144,10147,10149,10151],{"class":5393,"line":10122},152,[5391,10124,10125],{"class":5401},"test_loader = DataLoader(test_dataset, ",[5391,10127,10128],{"class":5644},"batch_size",[5391,10130,5881],{"class":5401},[5391,10132,7237],{"class":5484},[5391,10134,5509],{"class":5401},[5391,10136,10137],{"class":5644},"shuffle",[5391,10139,5881],{"class":5401},[5391,10141,9543],{"class":6039},[5391,10143,5509],{"class":5401},[5391,10145,10146],{"class":5644},"num_workers",[5391,10148,5881],{"class":5401},[5391,10150,5523],{"class":5484},[5391,10152,5488],{"class":5401},[5391,10154,10156],{"class":5393,"line":10155},153,[5391,10157,5468],{"emptyLinePlaceholder":5467},[5391,10159,10161,10163,10165,10168,10170,10172],{"class":5393,"line":10160},154,[5391,10162,7414],{"class":5843},[5391,10164,6425],{"class":5401},[5391,10166,10167],{"class":5746},"\"🚀 Експеримент: порівняння регуляризаційних стратегій",[5391,10169,6325],{"class":6324},[5391,10171,7424],{"class":5746},[5391,10173,5488],{"class":5401},[5391,10175,10177],{"class":5393,"line":10176},155,[5391,10178,5468],{"emptyLinePlaceholder":5467},[5391,10180,10182,10184,10187,10189],{"class":5393,"line":10181},156,[5391,10183,5626],{"class":5397},[5391,10185,10186],{"class":5401}," name, model, train_data, lr, wd ",[5391,10188,5632],{"class":5397},[5391,10190,10191],{"class":5401}," configs:\n",[5391,10193,10195,10198,10200,10202,10205,10207,10210,10212,10214],{"class":5393,"line":10194},157,[5391,10196,10197],{"class":5843},"    print",[5391,10199,6425],{"class":5401},[5391,10201,6040],{"class":6039},[5391,10203,10204],{"class":5746},"\"📊 Навчання: ",[5391,10206,6046],{"class":6039},[5391,10208,10209],{"class":5401},"name",[5391,10211,6051],{"class":6039},[5391,10213,7424],{"class":5746},[5391,10215,5488],{"class":5401},[5391,10217,10219,10222,10224],{"class":5393,"line":10218},158,[5391,10220,10221],{"class":5401},"    torch.manual_seed(",[5391,10223,5485],{"class":5484},[5391,10225,5488],{"class":5401},[5391,10227,10229,10232,10234,10236,10238,10240,10242,10244,10246,10248,10250,10252,10254],{"class":5393,"line":10228},159,[5391,10230,10231],{"class":5401},"    train_loader = DataLoader(train_data, ",[5391,10233,10128],{"class":5644},[5391,10235,5881],{"class":5401},[5391,10237,7237],{"class":5484},[5391,10239,5509],{"class":5401},[5391,10241,10137],{"class":5644},[5391,10243,5881],{"class":5401},[5391,10245,9478],{"class":6039},[5391,10247,5509],{"class":5401},[5391,10249,10146],{"class":5644},[5391,10251,5881],{"class":5401},[5391,10253,5523],{"class":5484},[5391,10255,5488],{"class":5401},[5391,10257,10259,10262,10264,10266,10268,10270,10272,10274,10276],{"class":5393,"line":10258},160,[5391,10260,10261],{"class":5401},"    history = train_model(model, train_loader, test_loader, ",[5391,10263,9591],{"class":5644},[5391,10265,5881],{"class":5401},[5391,10267,9596],{"class":5484},[5391,10269,5509],{"class":5401},[5391,10271,9601],{"class":5644},[5391,10273,9663],{"class":5401},[5391,10275,9611],{"class":5644},[5391,10277,10278],{"class":5401},"=wd)\n",[5391,10280,10282],{"class":5393,"line":10281},161,[5391,10283,10284],{"class":5401},"    results[name] = history\n",[5391,10286,10288],{"class":5393,"line":10287},162,[5391,10289,5683],{"class":5401},[5391,10291,10293,10296,10298,10301,10303],{"class":5393,"line":10292},163,[5391,10294,10295],{"class":5401},"    final_train = history[",[5391,10297,9704],{"class":5746},[5391,10299,10300],{"class":5401},"][-",[5391,10302,5378],{"class":5484},[5391,10304,5609],{"class":5401},[5391,10306,10308,10311,10313,10315,10317],{"class":5393,"line":10307},164,[5391,10309,10310],{"class":5401},"    final_test = history[",[5391,10312,9710],{"class":5746},[5391,10314,10300],{"class":5401},[5391,10316,5378],{"class":5484},[5391,10318,5609],{"class":5401},[5391,10320,10322],{"class":5393,"line":10321},165,[5391,10323,10324],{"class":5401},"    gap = final_train - final_test\n",[5391,10326,10328,10330,10332,10334,10337,10339,10342,10345,10348,10350,10353,10355,10358,10360,10363,10365,10368,10370,10372],{"class":5393,"line":10327},166,[5391,10329,10197],{"class":5843},[5391,10331,6425],{"class":5401},[5391,10333,6040],{"class":6039},[5391,10335,10336],{"class":5746},"\"   Фінал: Train=",[5391,10338,6046],{"class":6039},[5391,10340,10341],{"class":5401},"final_train",[5391,10343,10344],{"class":6039},":.2f}",[5391,10346,10347],{"class":5746},"%, Test=",[5391,10349,6046],{"class":6039},[5391,10351,10352],{"class":5401},"final_test",[5391,10354,10344],{"class":6039},[5391,10356,10357],{"class":5746},"%, Gap=",[5391,10359,6046],{"class":6039},[5391,10361,10362],{"class":5401},"gap",[5391,10364,10344],{"class":6039},[5391,10366,10367],{"class":5746},"%",[5391,10369,6325],{"class":6324},[5391,10371,7424],{"class":5746},[5391,10373,5488],{"class":5401},[5391,10375,10377],{"class":5393,"line":10376},167,[5391,10378,5468],{"emptyLinePlaceholder":5467},[5391,10380,10382,10384,10386,10389],{"class":5393,"line":10381},168,[5391,10383,7414],{"class":5843},[5391,10385,6425],{"class":5401},[5391,10387,10388],{"class":5746},"\"🎉 Експеримент завершено!\"",[5391,10390,5488],{"class":5401},[6472,10392,10393,10399,10404,10421,10426,10439,10444,10457,10462,10475,10480,10494],{"v-slot:output":5386},[5191,10394,10395,10396],{},"🚀 ",[5195,10397,10398],{},"Експеримент: порівняння регуляризаційних стратегій",[5191,10400,7709,10401],{},[5195,10402,10403],{},"Навчання: Baseline (без регул.)",[5275,10405,10406],{},[5278,10407,10408,10409,10412,10413,10416,10417,10420],{},"Фінал: Train=",[5195,10410,10411],{},"92.34%",", Test=",[5195,10414,10415],{},"68.52%",", Gap=",[5195,10418,10419],{},"23.82%"," ← Сильне перенавчання!",[5191,10422,7709,10423],{},[5195,10424,10425],{},"Навчання: BatchNorm only",[5275,10427,10428],{},[5278,10429,10408,10430,10412,10433,10416,10436],{},[5195,10431,10432],{},"89.67%",[5195,10434,10435],{},"76.84%",[5195,10437,10438],{},"12.83%",[5191,10440,7709,10441],{},[5195,10442,10443],{},"Навчання: Dropout only",[5275,10445,10446],{},[5278,10447,10408,10448,10412,10451,10416,10454],{},[5195,10449,10450],{},"84.23%",[5195,10452,10453],{},"74.15%",[5195,10455,10456],{},"10.08%",[5191,10458,7709,10459],{},[5195,10460,10461],{},"Навчання: BN + Dropout",[5275,10463,10464],{},[5278,10465,10408,10466,10412,10469,10416,10472],{},[5195,10467,10468],{},"88.45%",[5195,10470,10471],{},"79.23%",[5195,10473,10474],{},"9.22%",[5191,10476,7709,10477],{},[5195,10478,10479],{},"Навчання: Повний стек",[5275,10481,10482],{},[5278,10483,10408,10484,10412,10487,10416,10490,10493],{},[5195,10485,10486],{},"91.12%",[5195,10488,10489],{},"83.67%",[5195,10491,10492],{},"7.45%"," 🏆",[5191,10495,10496,10497],{},"🎉 ",[5195,10498,10499],{},"Експеримент завершено!",[5376,10501,10503,11337],{"execution-count":5523,"execution-time":10502},"0.9s",[5381,10504,10506],{"className":5383,"code":10505,"language":5385,"meta":5386,"style":5386},"import matplotlib.pyplot as plt\n\nfig, axes = plt.subplots(1, 2, figsize=(16, 6))\n\ncolors = {\n    \"Baseline (без регул.)\": '#ef4444',\n    \"BatchNorm only\": '#f59e0b',\n    \"Dropout only\": '#3b82f6',\n    \"BN + Dropout\": '#8b5cf6',\n    \"Повний стек\": '#22c55e'\n}\n\n# Графік 1: Test Accuracy\nax1 = axes[0]\nfor name, history in results.items():\n    ax1.plot(range(1, 21), history['test_acc'], \n             linewidth=2.5, label=name, color=colors[name], marker='o', markersize=4)\nax1.set_xlabel('Епоха', fontsize=13)\nax1.set_ylabel('Test Accuracy (%)', fontsize=13)\nax1.set_title('Точність на тестовому датасеті', fontsize=15, fontweight='bold')\nax1.legend(fontsize=10, loc='lower right')\nax1.grid(alpha=0.3)\nax1.set_ylim([60, 90])\n\n# Графік 2: Overfitting Gap\nax2 = axes[1]\nfinal_gaps = {}\nfor name, history in results.items():\n    gap = history['train_acc'][-1] - history['test_acc'][-1]\n    final_gaps[name] = gap\n\nnames = list(final_gaps.keys())\ngaps = list(final_gaps.values())\nbars = ax2.barh(names, gaps, color=[colors[n] for n in names], alpha=0.7)\n\nfor i, (bar, gap) in enumerate(zip(bars, gaps)):\n    ax2.text(gap + 0.5, i, f'{gap:.1f}%', va='center', fontsize=11, fontweight='bold')\n\nax2.set_xlabel('Train-Test Accuracy Gap (%)', fontsize=13)\nax2.set_title('Міра перенавчання (менше = краще)', fontsize=15, fontweight='bold')\nax2.grid(axis='x', alpha=0.3)\nax2.invert_yaxis()\n\nplt.tight_layout()\nplt.show()\n\n# Підсумкова таблиця\nprint(\"\\n📊 Порівняльна таблиця:\\n\")\nprint(f\"{'Стратегія':\u003C25} | {'Train Acc':\u003C10} | {'Test Acc':\u003C10} | {'Gap':\u003C8} | {'Overfit?':\u003C10}\")\nprint(\"-\" * 80)\nfor name, history in results.items():\n    train = history['train_acc'][-1]\n    test = history['test_acc'][-1]\n    gap = train - test\n    overfit = \"❌ Так\" if gap > 15 else \"⚠️ Помірно\" if gap > 10 else \"✅ Ні\"\n    print(f\"{name:\u003C25} | {train:\u003C10.2f} | {test:\u003C10.2f} | {gap:\u003C8.2f} | {overfit:\u003C10}\")\n",[5388,10507,10508,10518,10522,10548,10552,10557,10570,10582,10594,10606,10616,10620,10624,10629,10638,10650,10675,10715,10734,10752,10778,10801,10814,10829,10833,10838,10847,10852,10862,10884,10889,10893,10904,10914,10942,10946,10965,11016,11020,11038,11064,11086,11091,11095,11099,11103,11107,11112,11131,11192,11208,11218,11231,11244,11249,11281],{"__ignoreMap":5386},[5391,10509,10510,10512,10514,10516],{"class":5393,"line":5394},[5391,10511,5398],{"class":5397},[5391,10513,5416],{"class":5401},[5391,10515,5405],{"class":5397},[5391,10517,5421],{"class":5401},[5391,10519,10520],{"class":5393,"line":5411},[5391,10521,5468],{"emptyLinePlaceholder":5467},[5391,10523,10524,10526,10528,10530,10532,10534,10536,10538,10541,10543,10546],{"class":5393,"line":5424},[5391,10525,5800],{"class":5401},[5391,10527,5378],{"class":5484},[5391,10529,5509],{"class":5401},[5391,10531,5523],{"class":5484},[5391,10533,5509],{"class":5401},[5391,10535,5812],{"class":5644},[5391,10537,5815],{"class":5401},[5391,10539,10540],{"class":5484},"16",[5391,10542,5509],{"class":5401},[5391,10544,10545],{"class":5484},"6",[5391,10547,5663],{"class":5401},[5391,10549,10550],{"class":5393,"line":5438},[5391,10551,5468],{"emptyLinePlaceholder":5467},[5391,10553,10554],{"class":5393,"line":5451},[5391,10555,10556],{"class":5401},"colors = {\n",[5391,10558,10559,10562,10565,10568],{"class":5393,"line":5464},[5391,10560,10561],{"class":5746},"    \"Baseline (без регул.)\"",[5391,10563,10564],{"class":5401},": ",[5391,10566,10567],{"class":5746},"'#ef4444'",[5391,10569,6351],{"class":5401},[5391,10571,10572,10575,10577,10580],{"class":5393,"line":5471},[5391,10573,10574],{"class":5746},"    \"BatchNorm only\"",[5391,10576,10564],{"class":5401},[5391,10578,10579],{"class":5746},"'#f59e0b'",[5391,10581,6351],{"class":5401},[5391,10583,10584,10587,10589,10592],{"class":5393,"line":5478},[5391,10585,10586],{"class":5746},"    \"Dropout only\"",[5391,10588,10564],{"class":5401},[5391,10590,10591],{"class":5746},"'#3b82f6'",[5391,10593,6351],{"class":5401},[5391,10595,10596,10599,10601,10604],{"class":5393,"line":5491},[5391,10597,10598],{"class":5746},"    \"BN + Dropout\"",[5391,10600,10564],{"class":5401},[5391,10602,10603],{"class":5746},"'#8b5cf6'",[5391,10605,6351],{"class":5401},[5391,10607,10608,10611,10613],{"class":5393,"line":5500},[5391,10609,10610],{"class":5746},"    \"Повний стек\"",[5391,10612,10564],{"class":5401},[5391,10614,10615],{"class":5746},"'#22c55e'\n",[5391,10617,10618],{"class":5393,"line":5517},[5391,10619,6723],{"class":5401},[5391,10621,10622],{"class":5393,"line":5539},[5391,10623,5468],{"emptyLinePlaceholder":5467},[5391,10625,10626],{"class":5393,"line":5544},[5391,10627,10628],{"class":5474},"# Графік 1: Test Accuracy\n",[5391,10630,10631,10634,10636],{"class":5393,"line":5550},[5391,10632,10633],{"class":5401},"ax1 = axes[",[5391,10635,5506],{"class":5484},[5391,10637,5609],{"class":5401},[5391,10639,10640,10642,10645,10647],{"class":5393,"line":5569},[5391,10641,5626],{"class":5397},[5391,10643,10644],{"class":5401}," name, history ",[5391,10646,5632],{"class":5397},[5391,10648,10649],{"class":5401}," results.items():\n",[5391,10651,10652,10655,10658,10660,10662,10664,10667,10670,10672],{"class":5393,"line":5580},[5391,10653,10654],{"class":5401},"    ax1.plot(",[5391,10656,10657],{"class":5843},"range",[5391,10659,6425],{"class":5401},[5391,10661,5378],{"class":5484},[5391,10663,5509],{"class":5401},[5391,10665,10666],{"class":5484},"21",[5391,10668,10669],{"class":5401},"), history[",[5391,10671,9710],{"class":5746},[5391,10673,10674],{"class":5401},"], \n",[5391,10676,10677,10680,10682,10684,10686,10688,10691,10693,10696,10699,10701,10704,10706,10709,10711,10713],{"class":5393,"line":5585},[5391,10678,10679],{"class":5644},"             linewidth",[5391,10681,5881],{"class":5401},[5391,10683,6026],{"class":5484},[5391,10685,5509],{"class":5401},[5391,10687,5898],{"class":5644},[5391,10689,10690],{"class":5401},"=name, ",[5391,10692,5925],{"class":5644},[5391,10694,10695],{"class":5401},"=colors[name], ",[5391,10697,10698],{"class":5644},"marker",[5391,10700,5881],{"class":5401},[5391,10702,10703],{"class":5746},"'o'",[5391,10705,5509],{"class":5401},[5391,10707,10708],{"class":5644},"markersize",[5391,10710,5881],{"class":5401},[5391,10712,5601],{"class":5484},[5391,10714,5488],{"class":5401},[5391,10716,10717,10720,10723,10725,10727,10729,10732],{"class":5393,"line":5591},[5391,10718,10719],{"class":5401},"ax1.set_xlabel(",[5391,10721,10722],{"class":5746},"'Епоха'",[5391,10724,5509],{"class":5401},[5391,10726,6075],{"class":5644},[5391,10728,5881],{"class":5401},[5391,10730,10731],{"class":5484},"13",[5391,10733,5488],{"class":5401},[5391,10735,10736,10739,10742,10744,10746,10748,10750],{"class":5393,"line":5612},[5391,10737,10738],{"class":5401},"ax1.set_ylabel(",[5391,10740,10741],{"class":5746},"'Test Accuracy (%)'",[5391,10743,5509],{"class":5401},[5391,10745,6075],{"class":5644},[5391,10747,5881],{"class":5401},[5391,10749,10731],{"class":5484},[5391,10751,5488],{"class":5401},[5391,10753,10754,10757,10760,10762,10764,10766,10768,10770,10772,10774,10776],{"class":5393,"line":5618},[5391,10755,10756],{"class":5401},"ax1.set_title(",[5391,10758,10759],{"class":5746},"'Точність на тестовому датасеті'",[5391,10761,5509],{"class":5401},[5391,10763,6075],{"class":5644},[5391,10765,5881],{"class":5401},[5391,10767,5606],{"class":5484},[5391,10769,5509],{"class":5401},[5391,10771,6367],{"class":5644},[5391,10773,5881],{"class":5401},[5391,10775,6372],{"class":5746},[5391,10777,5488],{"class":5401},[5391,10779,10780,10783,10785,10787,10789,10791,10794,10796,10799],{"class":5393,"line":5623},[5391,10781,10782],{"class":5401},"ax1.legend(",[5391,10784,6075],{"class":5644},[5391,10786,5881],{"class":5401},[5391,10788,6144],{"class":5484},[5391,10790,5509],{"class":5401},[5391,10792,10793],{"class":5644},"loc",[5391,10795,5881],{"class":5401},[5391,10797,10798],{"class":5746},"'lower right'",[5391,10800,5488],{"class":5401},[5391,10802,10803,10806,10808,10810,10812],{"class":5393,"line":5638},[5391,10804,10805],{"class":5401},"ax1.grid(",[5391,10807,5888],{"class":5644},[5391,10809,5881],{"class":5401},[5391,10811,6129],{"class":5484},[5391,10813,5488],{"class":5401},[5391,10815,10816,10819,10822,10824,10827],{"class":5393,"line":5651},[5391,10817,10818],{"class":5401},"ax1.set_ylim([",[5391,10820,10821],{"class":5484},"60",[5391,10823,5509],{"class":5401},[5391,10825,10826],{"class":5484},"90",[5391,10828,6116],{"class":5401},[5391,10830,10831],{"class":5393,"line":5666},[5391,10832,5468],{"emptyLinePlaceholder":5467},[5391,10834,10835],{"class":5393,"line":5680},[5391,10836,10837],{"class":5474},"# Графік 2: Overfitting Gap\n",[5391,10839,10840,10843,10845],{"class":5393,"line":5686},[5391,10841,10842],{"class":5401},"ax2 = axes[",[5391,10844,5378],{"class":5484},[5391,10846,5609],{"class":5401},[5391,10848,10849],{"class":5393,"line":5692},[5391,10850,10851],{"class":5401},"final_gaps = {}\n",[5391,10853,10854,10856,10858,10860],{"class":5393,"line":5698},[5391,10855,5626],{"class":5397},[5391,10857,10644],{"class":5401},[5391,10859,5632],{"class":5397},[5391,10861,10649],{"class":5401},[5391,10863,10864,10867,10869,10871,10873,10876,10878,10880,10882],{"class":5393,"line":5703},[5391,10865,10866],{"class":5401},"    gap = history[",[5391,10868,9704],{"class":5746},[5391,10870,10300],{"class":5401},[5391,10872,5378],{"class":5484},[5391,10874,10875],{"class":5401},"] - history[",[5391,10877,9710],{"class":5746},[5391,10879,10300],{"class":5401},[5391,10881,5378],{"class":5484},[5391,10883,5609],{"class":5401},[5391,10885,10886],{"class":5393,"line":5709},[5391,10887,10888],{"class":5401},"    final_gaps[name] = gap\n",[5391,10890,10891],{"class":5393,"line":5715},[5391,10892,5468],{"emptyLinePlaceholder":5467},[5391,10894,10895,10898,10901],{"class":5393,"line":5720},[5391,10896,10897],{"class":5401},"names = ",[5391,10899,10900],{"class":6421},"list",[5391,10902,10903],{"class":5401},"(final_gaps.keys())\n",[5391,10905,10906,10909,10911],{"class":5393,"line":5726},[5391,10907,10908],{"class":5401},"gaps = ",[5391,10910,10900],{"class":6421},[5391,10912,10913],{"class":5401},"(final_gaps.values())\n",[5391,10915,10916,10919,10921,10924,10926,10929,10931,10934,10936,10938,10940],{"class":5393,"line":5732},[5391,10917,10918],{"class":5401},"bars = ax2.barh(names, gaps, ",[5391,10920,5925],{"class":5644},[5391,10922,10923],{"class":5401},"=[colors[n] ",[5391,10925,5626],{"class":5397},[5391,10927,10928],{"class":5401}," n ",[5391,10930,5632],{"class":5397},[5391,10932,10933],{"class":5401}," names], ",[5391,10935,5888],{"class":5644},[5391,10937,5881],{"class":5401},[5391,10939,5893],{"class":5484},[5391,10941,5488],{"class":5401},[5391,10943,10944],{"class":5393,"line":5737},[5391,10945,5468],{"emptyLinePlaceholder":5467},[5391,10947,10948,10950,10953,10955,10957,10959,10962],{"class":5393,"line":5743},[5391,10949,5626],{"class":5397},[5391,10951,10952],{"class":5401}," i, (bar, gap) ",[5391,10954,5632],{"class":5397},[5391,10956,5844],{"class":5843},[5391,10958,6425],{"class":5401},[5391,10960,10961],{"class":5843},"zip",[5391,10963,10964],{"class":5401},"(bars, gaps)):\n",[5391,10966,10967,10970,10972,10975,10977,10979,10981,10983,10986,10989,10991,10994,10996,10998,11000,11002,11004,11006,11008,11010,11012,11014],{"class":5393,"line":5753},[5391,10968,10969],{"class":5401},"    ax2.text(gap + ",[5391,10971,6383],{"class":5484},[5391,10973,10974],{"class":5401},", i, ",[5391,10976,6040],{"class":6039},[5391,10978,6054],{"class":5746},[5391,10980,6046],{"class":6039},[5391,10982,10362],{"class":5401},[5391,10984,10985],{"class":6039},":.1f}",[5391,10987,10988],{"class":5746},"%'",[5391,10990,5509],{"class":5401},[5391,10992,10993],{"class":5644},"va",[5391,10995,5881],{"class":5401},[5391,10997,6400],{"class":5746},[5391,10999,5509],{"class":5401},[5391,11001,6075],{"class":5644},[5391,11003,5881],{"class":5401},[5391,11005,6362],{"class":5484},[5391,11007,5509],{"class":5401},[5391,11009,6367],{"class":5644},[5391,11011,5881],{"class":5401},[5391,11013,6372],{"class":5746},[5391,11015,5488],{"class":5401},[5391,11017,11018],{"class":5393,"line":5762},[5391,11019,5468],{"emptyLinePlaceholder":5467},[5391,11021,11022,11025,11028,11030,11032,11034,11036],{"class":5393,"line":5771},[5391,11023,11024],{"class":5401},"ax2.set_xlabel(",[5391,11026,11027],{"class":5746},"'Train-Test Accuracy Gap (%)'",[5391,11029,5509],{"class":5401},[5391,11031,6075],{"class":5644},[5391,11033,5881],{"class":5401},[5391,11035,10731],{"class":5484},[5391,11037,5488],{"class":5401},[5391,11039,11040,11043,11046,11048,11050,11052,11054,11056,11058,11060,11062],{"class":5393,"line":5780},[5391,11041,11042],{"class":5401},"ax2.set_title(",[5391,11044,11045],{"class":5746},"'Міра перенавчання (менше = краще)'",[5391,11047,5509],{"class":5401},[5391,11049,6075],{"class":5644},[5391,11051,5881],{"class":5401},[5391,11053,5606],{"class":5484},[5391,11055,5509],{"class":5401},[5391,11057,6367],{"class":5644},[5391,11059,5881],{"class":5401},[5391,11061,6372],{"class":5746},[5391,11063,5488],{"class":5401},[5391,11065,11066,11069,11072,11074,11076,11078,11080,11082,11084],{"class":5393,"line":5786},[5391,11067,11068],{"class":5401},"ax2.grid(",[5391,11070,11071],{"class":5644},"axis",[5391,11073,5881],{"class":5401},[5391,11075,6070],{"class":5746},[5391,11077,5509],{"class":5401},[5391,11079,5888],{"class":5644},[5391,11081,5881],{"class":5401},[5391,11083,6129],{"class":5484},[5391,11085,5488],{"class":5401},[5391,11087,11088],{"class":5393,"line":5791},[5391,11089,11090],{"class":5401},"ax2.invert_yaxis()\n",[5391,11092,11093],{"class":5393,"line":5797},[5391,11094,5468],{"emptyLinePlaceholder":5467},[5391,11096,11097],{"class":5393,"line":5828},[5391,11098,6464],{"class":5401},[5391,11100,11101],{"class":5393,"line":5833},[5391,11102,6470],{"class":5401},[5391,11104,11105],{"class":5393,"line":5850},[5391,11106,5468],{"emptyLinePlaceholder":5467},[5391,11108,11109],{"class":5393,"line":5856},[5391,11110,11111],{"class":5474},"# Підсумкова таблиця\n",[5391,11113,11114,11116,11118,11120,11122,11125,11127,11129],{"class":5393,"line":5861},[5391,11115,7414],{"class":5843},[5391,11117,6425],{"class":5401},[5391,11119,7424],{"class":5746},[5391,11121,6325],{"class":6324},[5391,11123,11124],{"class":5746},"📊 Порівняльна таблиця:",[5391,11126,6325],{"class":6324},[5391,11128,7424],{"class":5746},[5391,11130,5488],{"class":5401},[5391,11132,11133,11135,11137,11139,11141,11143,11146,11149,11152,11154,11157,11160,11162,11164,11167,11169,11171,11173,11176,11179,11181,11183,11186,11188,11190],{"class":5393,"line":5867},[5391,11134,7414],{"class":5843},[5391,11136,6425],{"class":5401},[5391,11138,6040],{"class":6039},[5391,11140,7424],{"class":5746},[5391,11142,6046],{"class":6039},[5391,11144,11145],{"class":5746},"'Стратегія'",[5391,11147,11148],{"class":6039},":\u003C25}",[5391,11150,11151],{"class":5746}," | ",[5391,11153,6046],{"class":6039},[5391,11155,11156],{"class":5746},"'Train Acc'",[5391,11158,11159],{"class":6039},":\u003C10}",[5391,11161,11151],{"class":5746},[5391,11163,6046],{"class":6039},[5391,11165,11166],{"class":5746},"'Test Acc'",[5391,11168,11159],{"class":6039},[5391,11170,11151],{"class":5746},[5391,11172,6046],{"class":6039},[5391,11174,11175],{"class":5746},"'Gap'",[5391,11177,11178],{"class":6039},":\u003C8}",[5391,11180,11151],{"class":5746},[5391,11182,6046],{"class":6039},[5391,11184,11185],{"class":5746},"'Overfit?'",[5391,11187,11159],{"class":6039},[5391,11189,7424],{"class":5746},[5391,11191,5488],{"class":5401},[5391,11193,11194,11196,11198,11201,11204,11206],{"class":5393,"line":5908},[5391,11195,7414],{"class":5843},[5391,11197,6425],{"class":5401},[5391,11199,11200],{"class":5746},"\"-\"",[5391,11202,11203],{"class":5401}," * ",[5391,11205,5940],{"class":5484},[5391,11207,5488],{"class":5401},[5391,11209,11210,11212,11214,11216],{"class":5393,"line":5913},[5391,11211,5626],{"class":5397},[5391,11213,10644],{"class":5401},[5391,11215,5632],{"class":5397},[5391,11217,10649],{"class":5401},[5391,11219,11220,11223,11225,11227,11229],{"class":5393,"line":5919},[5391,11221,11222],{"class":5401},"    train = history[",[5391,11224,9704],{"class":5746},[5391,11226,10300],{"class":5401},[5391,11228,5378],{"class":5484},[5391,11230,5609],{"class":5401},[5391,11232,11233,11236,11238,11240,11242],{"class":5393,"line":5954},[5391,11234,11235],{"class":5401},"    test = history[",[5391,11237,9710],{"class":5746},[5391,11239,10300],{"class":5401},[5391,11241,5378],{"class":5484},[5391,11243,5609],{"class":5401},[5391,11245,11246],{"class":5393,"line":5994},[5391,11247,11248],{"class":5401},"    gap = train - test\n",[5391,11250,11251,11254,11257,11259,11262,11264,11267,11270,11272,11274,11276,11278],{"class":5393,"line":5999},[5391,11252,11253],{"class":5401},"    overfit = ",[5391,11255,11256],{"class":5746},"\"❌ Так\"",[5391,11258,9629],{"class":5397},[5391,11260,11261],{"class":5401}," gap > ",[5391,11263,5606],{"class":5484},[5391,11265,11266],{"class":5397}," else",[5391,11268,11269],{"class":5746}," \"⚠️ Помірно\"",[5391,11271,9629],{"class":5397},[5391,11273,11261],{"class":5401},[5391,11275,6144],{"class":5484},[5391,11277,11266],{"class":5397},[5391,11279,11280],{"class":5746}," \"✅ Ні\"\n",[5391,11282,11283,11285,11287,11289,11291,11293,11295,11297,11299,11301,11303,11306,11308,11310,11313,11315,11317,11319,11321,11324,11326,11328,11331,11333,11335],{"class":5393,"line":6005},[5391,11284,10197],{"class":5843},[5391,11286,6425],{"class":5401},[5391,11288,6040],{"class":6039},[5391,11290,7424],{"class":5746},[5391,11292,6046],{"class":6039},[5391,11294,10209],{"class":5401},[5391,11296,11148],{"class":6039},[5391,11298,11151],{"class":5746},[5391,11300,6046],{"class":6039},[5391,11302,9473],{"class":5401},[5391,11304,11305],{"class":6039},":\u003C10.2f}",[5391,11307,11151],{"class":5746},[5391,11309,6046],{"class":6039},[5391,11311,11312],{"class":5401},"test",[5391,11314,11305],{"class":6039},[5391,11316,11151],{"class":5746},[5391,11318,6046],{"class":6039},[5391,11320,10362],{"class":5401},[5391,11322,11323],{"class":6039},":\u003C8.2f}",[5391,11325,11151],{"class":5746},[5391,11327,6046],{"class":6039},[5391,11329,11330],{"class":5401},"overfit",[5391,11332,11159],{"class":6039},[5391,11334,7424],{"class":5746},[5391,11336,5488],{"class":5401},[6472,11338,11339,11346,11351],{"v-slot:output":5386},[5191,11340,11341],{},[6475,11342],{"alt":11343,"className":11344,"src":11345},"Порівняння регуляризаційних стратегій: повний стек дає найкращий баланс",[6479],"\u002Fimages\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdropout-and-regularization\u002F02.png",[5191,11347,7709,11348],{},[5195,11349,11350],{},"Порівняльна таблиця:",[8023,11352,11353,11372],{},[8026,11354,11355],{},[8029,11356,11357,11360,11363,11366,11369],{},[8032,11358,11359],{"align":8034},"Стратегія",[8032,11361,11362],{"align":8034},"Train Acc",[8032,11364,11365],{"align":8034},"Test Acc",[8032,11367,11368],{"align":8034},"Gap",[8032,11370,11371],{"align":8034},"Overfit?",[8043,11373,11374,11390,11405,11419,11435],{},[8029,11375,11376,11381,11383,11385,11387],{},[8048,11377,11378],{"align":8034},[5195,11379,11380],{},"Baseline (без регул.)",[8048,11382,10411],{"align":8034},[8048,11384,10415],{"align":8034},[8048,11386,10419],{"align":8034},[8048,11388,11389],{"align":8034},"❌ Так",[8029,11391,11392,11396,11398,11400,11402],{},[8048,11393,11394],{"align":8034},[5195,11395,8251],{},[8048,11397,10432],{"align":8034},[8048,11399,10435],{"align":8034},[8048,11401,10438],{"align":8034},[8048,11403,11404],{"align":8034},"⚠️ Помірно",[8029,11406,11407,11411,11413,11415,11417],{},[8048,11408,11409],{"align":8034},[5195,11410,8256],{},[8048,11412,10450],{"align":8034},[8048,11414,10453],{"align":8034},[8048,11416,10456],{"align":8034},[8048,11418,11404],{"align":8034},[8029,11420,11421,11426,11428,11430,11432],{},[8048,11422,11423],{"align":8034},[5195,11424,11425],{},"BN + Dropout",[8048,11427,10468],{"align":8034},[8048,11429,10471],{"align":8034},[8048,11431,10474],{"align":8034},[8048,11433,11434],{"align":8034},"✅ Ні",[8029,11436,11437,11442,11444,11448,11452],{},[8048,11438,11439],{"align":8034},[5195,11440,11441],{},"Повний стек",[8048,11443,10486],{"align":8034},[8048,11445,11446],{"align":8034},[5195,11447,10489],{},[8048,11449,11450],{"align":8034},[5195,11451,10492],{},[8048,11453,11434],{"align":8034},[5227,11455,11456,11491,11511],{},[5230,11457,11460,11466,11471,11485],{"icon":11458,"title":11459},"i-lucide-trophy","🏆 Переможець: Повний стек",[5191,11461,11462,11465],{},[5195,11463,11464],{},"83.67% test accuracy"," — найкращий результат!",[5191,11467,11468],{},[5195,11469,11470],{},"Композиція:",[5275,11472,11473,11476,11479,11482],{},[5278,11474,11475],{},"BatchNorm для стабілізації",[5278,11477,11478],{},"Dropout (p=0.3) для ансамблю",[5278,11480,11481],{},"Weight Decay (5e-4) для простоти ваг",[5278,11483,11484],{},"Data Augmentation для розмаїття даних",[5191,11486,11487,11488,11490],{},"Gap лише ",[5195,11489,10492],{}," — мінімальне перенавчання.",[5230,11492,11495,11504],{"icon":11493,"title":11494},"i-lucide-alert-triangle","⚠️ Baseline: катастрофа",[5191,11496,11497,11498,11500,11501,11503],{},"Gap ",[5195,11499,10419],{}," — модель ",[5195,11502,5224],{}," тренувальні дані замість вивчення паттернів.",[5191,11505,11506,11507,11510],{},"68.52% test accuracy — гірше за BN+Dropout на ",[5195,11508,11509],{},"15%","!",[5230,11512,11515,11520],{"icon":11513,"title":11514},"i-lucide-lightbulb","💡 Ключовий інсайт",[5191,11516,11517],{},[5195,11518,11519],{},"Одна техніка добре, дві краще, три — найкраще!",[5191,11521,11522,11523,11525],{},"BatchNorm + Dropout краще за кожну окремо.",[6539,11524],{},"\nДодавання Data Augmentation дає ще +4% test accuracy.",[5341,11527],{},[5186,11529,11531],{"id":11530},"рекомендації-для-різних-розмірів-датасетів","Рекомендації для різних розмірів датасетів",[5191,11533,11534,11535,11538,11539,5357],{},"Стратегія регуляризації залежить від ",[5195,11536,11537],{},"розміру датасету"," та ",[5195,11540,11541],{},"складності моделі",[5227,11543,11544,11596,11646],{},[5230,11545,11547,11552,11557,11590],{"icon":4409,"title":11546},"📦 Малий датасет (\u003C 10K)",[5191,11548,11549,11551],{},[5195,11550,6555],{}," Власний датасет медичних знімків (5000 зображень)",[5191,11553,11554],{},[5195,11555,11556],{},"Стратегія:",[5275,11558,11559,11566,11572,11578,11584],{},[5278,11560,11561,11562,11565],{},"✅ ",[5195,11563,11564],{},"Data Augmentation (агресивна):"," horizontal flip, rotation ±15°, color jitter, random erasing",[5278,11567,11561,11568,11571],{},[5195,11569,11570],{},"Dropout (p=0.5-0.6):"," Сильна регуляризація FC шарів",[5278,11573,11561,11574,11577],{},[5195,11575,11576],{},"Weight Decay (1e-3):"," Більший штраф",[5278,11579,11561,11580,11583],{},[5195,11581,11582],{},"BatchNorm:"," Завжди",[5278,11585,11561,11586,11589],{},[5195,11587,11588],{},"Transfer Learning:"," Використовуйте pretrained модель!",[5191,11591,11592,11595],{},[5195,11593,11594],{},"Ризик:"," Дуже високий overfit. Модель може досягти 100% train accuracy при 60% val.",[5230,11597,11600,11605,11609,11640],{"icon":11598,"title":11599},"i-lucide-bar-chart","📊 Середній датасет (10K-100K)",[5191,11601,11602,11604],{},[5195,11603,6555],{}," CIFAR-10 (50K), Fashion-MNIST (60K)",[5191,11606,11607],{},[5195,11608,11556],{},[5275,11610,11611,11617,11622,11628,11634],{},[5278,11612,11561,11613,11616],{},[5195,11614,11615],{},"Data Augmentation (помірна):"," horizontal flip, random crop",[5278,11618,11561,11619,11621],{},[5195,11620,11582],{}," Обов'язково",[5278,11623,11561,11624,11627],{},[5195,11625,11626],{},"Dropout (p=0.2-0.3):"," Помірний",[5278,11629,11561,11630,11633],{},[5195,11631,11632],{},"Weight Decay (5e-4):"," Стандартний",[5278,11635,11636,11637,11639],{},"⚠️ ",[5195,11638,11588],{}," Опційно (можна навчити з нуля)",[5191,11641,11642,11645],{},[5195,11643,11644],{},"Баланс:"," Достатньо даних для навчання з нуля, але регуляризація все ще важлива.",[5230,11647,11649,11654,11658,11689],{"icon":2865,"title":11648},"🗄️ Великий датасет (> 100K)",[5191,11650,11651,11653],{},[5195,11652,6555],{}," ImageNet (1.2M), MS COCO (300K)",[5191,11655,11656],{},[5195,11657,11556],{},[5275,11659,11660,11666,11671,11677,11683],{},[5278,11661,11561,11662,11665],{},[5195,11663,11664],{},"Data Augmentation (легка):"," horizontal flip, minimal crop",[5278,11667,11561,11668,11670],{},[5195,11669,11582],{}," Так",[5278,11672,11636,11673,11676],{},[5195,11674,11675],{},"Dropout (p=0.1-0.2 або ні):"," Може не знадобитися",[5278,11678,11636,11679,11682],{},[5195,11680,11681],{},"Weight Decay (1e-4):"," Менший",[5278,11684,11685,11686,11688],{},"❌ ",[5195,11687,11588],{}," Навчаємо з нуля",[5191,11690,11691,11694,11695,11698],{},[5195,11692,11693],{},"Особливість:"," Великий датасет сам по собі регуляризує. Надмірна регуляризація може ",[5195,11696,11697],{},"погіршити"," результати (underfitting).",[5341,11700],{},[5186,11702,11704],{"id":11703},"висновки-та-практичні-поради","Висновки та практичні поради",[11706,11707,11708,11737,11779,11854],"accordion",{},[11709,11710,11713,11718,11721,11731],"accordion-item",{"icon":11711,"label":11712},"i-lucide-help-circle","❓ Dropout + BatchNorm — чи сумісні?",[5191,11714,11715],{},[5195,11716,11717],{},"ТАК, але з обережністю.",[5191,11719,11720],{},"BatchNorm вже додає регуляризацію, тому:",[5275,11722,11723,11728],{},[5278,11724,11725,11726],{},"Зменшіть Dropout rate з 0.5 до ",[5195,11727,8093],{},[5278,11729,11730],{},"Або використовуйте лише один з них",[5191,11732,11733,11736],{},[5195,11734,11735],{},"Експериментально підтверджено:"," BN + Dropout(0.3) краще за Dropout(0.5) без BN.",[11709,11738,11740,11745,11748,11773],{"icon":11711,"label":11739},"❓ Що важливіше: Dropout чи Data Augmentation?",[5191,11741,11742],{},[5195,11743,11744],{},"Data Augmentation — значно важливіша для зображень!",[5191,11746,11747],{},"Порядок пріоритетів:",[6931,11749,11750,11756,11762,11768],{},[5278,11751,11752,11755],{},[5195,11753,11754],{},"Data Augmentation"," — найбільший ефект",[5278,11757,11758,11761],{},[5195,11759,11760],{},"BatchNorm"," — стабілізація + регуляризація",[5278,11763,11764,11767],{},[5195,11765,11766],{},"Weight Decay"," — універсальна регуляризація",[5278,11769,11770,11772],{},[5195,11771,5266],{}," — додатковий буст для великих FC шарів",[5191,11774,11775,11776,5357],{},"Для малих датасетів використовуйте ",[5195,11777,11778],{},"все разом",[11709,11780,11782,11787,11848],{"icon":11711,"label":11781},"❓ Як вибрати Dropout rate?",[5191,11783,11784],{},[5195,11785,11786],{},"Емпіричне правило:",[8023,11788,11789,11798],{},[8026,11790,11791],{},[8029,11792,11793,11796],{},[8032,11794,11795],{"align":8034},"Умова",[8032,11797,8038],{"align":8034},[8043,11799,11800,11810,11819,11828,11838],{},[8029,11801,11802,11805],{},[8048,11803,11804],{"align":8034},"Без BatchNorm, великі FC шари",[8048,11806,11807,11809],{"align":8034},[5195,11808,6383],{}," (класика)",[8029,11811,11812,11815],{},[8048,11813,11814],{"align":8034},"З BatchNorm, великі FC шари",[8048,11816,11817],{"align":8034},[5195,11818,8093],{},[8029,11820,11821,11824],{},[8048,11822,11823],{"align":8034},"Малі FC шари (\u003C 256)",[8048,11825,11826],{"align":8034},[5195,11827,8055],{},[8029,11829,11830,11832],{},[8048,11831,8065],{"align":8034},[8048,11833,11834,11837],{"align":8034},[5195,11835,11836],{},"0 або 0.1"," (рідко)",[8029,11839,11840,11843],{},[8048,11841,11842],{"align":8034},"RNN\u002FLSTM",[8048,11844,11845,11847],{"align":8034},[5195,11846,8093],{}," між шарами",[5191,11849,11850,11853],{},[5195,11851,11852],{},"Золоте правило:"," Почніть з 0.3, збільшуйте якщо overfit, зменшуйте якщо underfit.",[11709,11855,11857,11862,11882],{"icon":11711,"label":11856},"❓ Чи потрібна регуляризація для Transfer Learning?",[5191,11858,11859],{},[5195,11860,11861],{},"Залежить від розміру нового датасету:",[5275,11863,11864,11870,11876],{},[5278,11865,11866,11869],{},[5195,11867,11868],{},"\u003C 1000 прикладів:"," Сильна регуляризація (Dropout 0.5, freeze більшість шарів)",[5278,11871,11872,11875],{},[5195,11873,11874],{},"1K-10K:"," Помірна (Dropout 0.3, fine-tune останні кілька шарів)",[5278,11877,11878,11881],{},[5195,11879,11880],{},"> 10K:"," Легка (Dropout 0.2 або ні, fine-tune всю мережу)",[5191,11883,11884],{},"Pretrained ваги вже містять узагальнені ознаки, тому overfit менший.",[7043,11886,11887,11892,11986],{},[5191,11888,11889],{},[5195,11890,11891],{},"Універсальний рецепт регуляризації для CNN:",[5381,11893,11895],{"className":5383,"code":11894,"language":5385,"meta":5386,"style":5386},"# Conv blocks\nConv → BatchNorm → ReLU → (Pool)\n\n# Classifier\nFlatten → Linear → BatchNorm → ReLU → Dropout(0.3) → Linear\n\n# Optimizer\nSGD(lr=0.1, momentum=0.9, weight_decay=5e-4)\n\n# Data\nRandomHorizontalFlip() + RandomCrop(padding=4) + Normalize()\n",[5388,11896,11897,11902,11907,11911,11916,11925,11929,11934,11963,11967,11972],{"__ignoreMap":5386},[5391,11898,11899],{"class":5393,"line":5394},[5391,11900,11901],{"class":5474},"# Conv blocks\n",[5391,11903,11904],{"class":5393,"line":5411},[5391,11905,11906],{"class":5401},"Conv → BatchNorm → ReLU → (Pool)\n",[5391,11908,11909],{"class":5393,"line":5424},[5391,11910,5468],{"emptyLinePlaceholder":5467},[5391,11912,11913],{"class":5393,"line":5438},[5391,11914,11915],{"class":5474},"# Classifier\n",[5391,11917,11918,11921,11923],{"class":5393,"line":5451},[5391,11919,11920],{"class":5401},"Flatten → Linear → BatchNorm → ReLU → Dropout(",[5391,11922,6129],{"class":5484},[5391,11924,7878],{"class":5401},[5391,11926,11927],{"class":5393,"line":5464},[5391,11928,5468],{"emptyLinePlaceholder":5467},[5391,11930,11931],{"class":5393,"line":5471},[5391,11932,11933],{"class":5474},"# Optimizer\n",[5391,11935,11936,11939,11941,11943,11945,11947,11949,11951,11953,11955,11957,11959,11961],{"class":5393,"line":5478},[5391,11937,11938],{"class":5401},"SGD(",[5391,11940,9601],{"class":5644},[5391,11942,5881],{"class":5401},[5391,11944,5533],{"class":5484},[5391,11946,5509],{"class":5401},[5391,11948,9666],{"class":5644},[5391,11950,5881],{"class":5401},[5391,11952,9671],{"class":5484},[5391,11954,5509],{"class":5401},[5391,11956,9611],{"class":5644},[5391,11958,5881],{"class":5401},[5391,11960,10101],{"class":5484},[5391,11962,5488],{"class":5401},[5391,11964,11965],{"class":5393,"line":5491},[5391,11966,5468],{"emptyLinePlaceholder":5467},[5391,11968,11969],{"class":5393,"line":5500},[5391,11970,11971],{"class":5474},"# Data\n",[5391,11973,11974,11977,11979,11981,11983],{"class":5393,"line":5517},[5391,11975,11976],{"class":5401},"RandomHorizontalFlip() + RandomCrop(",[5391,11978,8418],{"class":5644},[5391,11980,5881],{"class":5401},[5391,11982,5601],{"class":5484},[5391,11984,11985],{"class":5401},") + Normalize()\n",[5191,11987,11988],{},"Ця конфігурація працює для 80% задач комп'ютерного зору!",[5341,11990],{},[5191,11992,11993,11994,11997],{},"У наступній статті ми розглянемо ",[5195,11995,11996],{},"проєктування глибоких мереж"," — як будувати архітектури з 20+ шарами за допомогою Residual Connections та інших архітектурних патернів.",[11999,12000,12001],"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 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