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Описание

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Книга: Уатт Дж. "Машинное обучение: основы, алгоритмы и практика применения"

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Описание

Представлены фундаментальные знания и практические инструменты в области машинного обучения, в том числе более 100 углубленных упражнений на языке Python.
Дано введение в машинное обучение и математическую оптимизацию, включая методы первого и второго порядков, градиентного спуска и Ньютона.
Приведено полное описание обучения с учителем, включая линейную регрессию, двухклассовую и многоклассовую классификацию, а также обучение без учителя и фундаментальные методы генерации признаков.
Дано введение в нелинейное обучение с учителем и без.
Обсуждается тема автоматизированного отбора подходящих нелинейных моделей, включая перекрестную валидацию, бустирование, регуляризацию и ансамблирование.
Рассмотрены фиксированно-контурные ядра, нейронные сети, деревья и другие универсальные аппроксиматоры.
Отдельно дана полная трактовка продвинутых методов оптимизации.
Электронный архив на сайте издательства содержит коды всех примеров и более 300 цветных иллюстраций.
Ключевые особенности
  • Интуитивно понятные объяснения
  • Доступный подход к современным методам численной оптимизации
  • Комплексное введение в логистическую регрессию и машины опорных векторов
  • Представление сложных тем через призму аппроксимации функций
  • Уточненное описание глубоких нейронных сетей и методов ядра
  • Приведено более 100 углубленных упражнений на языке Python.
  • Дано введение в машинное обучение и математическую оптимизацию, включая методы первого и второго порядков, градиентного спуска и Ньютона.
  • Отдельно рассмотрены продвинутые методы оптимизации.
  • Приведено полное описание обучения с учителем, включая линейную регрессию, двухклассовую и многоклассовую классификацию, а также обучение без учителя и фундаментальные методы генерации признаков
  • Дано введение в нелинейное обучение с учителем и без.
  • Обсуждается тема автоматизированного отбора подходящих нелинейных моделей, включая перекрестную валидацию, бустирование, регуляризацию и ансамблирование.
  • Рассмотрены фиксированно-контурные ядра, нейронные сети, деревья и другие универсальные аппроксиматоры.
Благодаря интуитивно понятному, но строгому подходу к машинному обучению эта книга предоставляет фундаментальные знания и практические инструменты, необходимые для проведения исследований и разработки систем машинного обучения.
Читать далее
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Коротко о товаре

Артикул Маркета
4697213915
Издательство
ISBN
9785977567633
Все характеристики
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Внешний вид товаров и/или упаковки может быть изменён изготовителем и отличаться от изображенных на Яндекс Маркете.

Где купить

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Цена с картой Яндекс Пэй:1 470 ₽

Скидка: 2%
–2 %
Вместо: 1 500 ₽
  • 10 июня, курьер Маркета • 99 ₽
  • 10 июня, в пункт выдачи • 0 ₽
ЛинуксЦентр
Рейтинг 4.9 из 5
208отзывов
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Книга: Уатт Дж. "Машинное обучение: основы, алгоритмы и практика применения"
Книга: Уатт Дж. "Машинное обучение: основы, алгоритмы и практика применения"
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–2 %
Вместо: 1 500 ₽
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  • Тревожные люди. Фредрик Бакман
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    Тревожные люди. Фредрик Бакман

    Цена 574 ₽ вместо 1 170
  • Щугарева Л. М. "Резистентные формы эпилепсии у детей: учебное пособие"
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    Щугарева Л. М. "Резистентные формы эпилепсии у детей: учебное пособие"

    Цена 439 ₽ вместо 447
  • Конструирование изделий легкой промышленности: теоретические основы проектирования. Учебник
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    Конструирование изделий легкой промышленности: теоретические основы проектирования. Учебник

    Цена 3 386 ₽ вместо 3 420
  • Настольная/ карточная игра UNO (УНО)
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    Настольная/ карточная игра UNO (УНО)

    Цена 248 ₽ вместо 450
  • Невозможность путешествий
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    Невозможность путешествий

    Цена 523 ₽ вместо 528
  • Настольная карточная игра UNO / игра УНО / 112 карт
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    Настольная карточная игра UNO / игра УНО / 112 карт

    Цена 262 ₽ вместо 670
  • Инновационные технологии логопедической реабилитации пациентов с последствиями органического повреждения мозга: уч.-методическое пособие. Шевцова Е. Е.
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    Инновационные технологии логопедической реабилитации пациентов с последствиями органического повреждения мозга: уч.-методическое пособие. Шевцова Е. Е.

    Цена 923 ₽ вместо 941
  • Фельдмаршал
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    Фельдмаршал

    Цена 405 ₽ вместо 409
  • Савелькаев С. В. "Теоретические основы построения имитаторов-анализаторов усилителей и автогенераторов СВЧ"
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    {"widgets":{"@marketfront/SnippetConstructor/ToggleWishlist":{"/content/page/fancyPage/recommendationRoll/content/lazyGenerator/initialContent/recomLayoutItem_21#1:1787880317_17/content/content/toggleWishlist":{"skuId":"617322495","productId":1787880317,"offerId":"alaowzy8vUYhNZIwcDBOVQ","size":24,"color":"#BDBDBC","wishlistLink":"/my/wishlist","baobabRealTimeEventPayload":{"version":"EPV_BRT_V1","payload":"CgoQvKnxo6HaqJ5oEhoKGHJlbWl4X2Rlc2t0b3BfbW9kZWxfY2FyZDIWCP3Gw9QGEP+vrqYCGJTksQcg/tDrCA==","sign":"sErDCgrpuBMt5IkDxUyc4AKCXuuq3OqrR76VmoVssfg="},"waitWishlistCollections":false,"place":{"page":"product","widget":"feed"}}}},"meta":{"/content/page/fancyPage/recommendationRoll/content/lazyGenerator/initialContent/recomLayoutItem_21#1:1787880317_17/content/content/toggleWishlist":{"name":"@marketfront/SnippetConstructor/ToggleWishlist"}}}

    Савелькаев С. В. "Теоретические основы построения имитаторов-анализаторов усилителей и автогенераторов СВЧ"

    Цена 819 ₽ вместо 827
  • Книги Издательство ргпу им. А. И. Герцена
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    Книги Издательство ргпу им. А. И. Герцена

    Цена 312 ₽ вместо 400
  • Обломов. Роман в четырех частях.
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    Обломов. Роман в четырех частях.

    Цена 679 ₽ вместо 686
  • Ортогональные проекции и 3D-моделирование в стереометрии
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    Ортогональные проекции и 3D-моделирование в стереометрии

    Цена 842 ₽ вместо 850
  • Реклама
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  • После бури. Фредрик Бакман
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    После бури. Фредрик Бакман

    Цена 950 ₽ вместо 1 746
  • Алгоритмы для начинающих. Теория и практика для разработчика
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    Алгоритмы для начинающих. Теория и практика для разработчика

    Цена 5 524 ₽ вместо 5 580
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