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» » Ron Kneusel - Practical Deep Learning: A Python-Based Introduction

Ron Kneusel - Practical Deep Learning: A Python-Based Introduction

25.02.21
Автор: rabindranat
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 Ron Kneusel - Practical Deep Learning: A Python-Based Introduction


Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects.

If you’ve been curious about machine learning but didn’t know where to start, this is the book you’ve been waiting for. Focusing on the subfield of machine learning known as deep learning, it explains core concepts and gives you the foundation you need to start building your own models. Rather than simply outlining recipes for using existing toolkits, Practical Deep Learning teaches you the why of deep learning and will inspire you to explore further.

All you need is basic familiarity with computer programming and high school math—the book will cover the rest. After an introduction to Python, you’ll move through key topics like how to build a good training dataset, work with the scikit-learn and Keras libraries, and evaluate your models’ performance.


You’ll also learn:


• How to use classic machine learning models like k-Nearest Neighbors, Random Forests, and Support Vector Machines

• How neural networks work and how they’re trained

• How to use convolutional neural networks

• How to develop a successful deep learning model from scratch

You’ll conduct experiments along the way, building to a final case study that incorporates everything you’ve learned.


Название: Practical Deep Learning: A Python-Based Introduction

Автор: Ron Kneusel

Язык: English

Издательство: No Starch Press

Жанр: Компьютерная литература

Год выхода: 2021

Формат: epub

Страниц: 464

Размер: 10 Mb


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Категория: КНИГИ / ЖУРНАЛЫ
Теги: Литература Книга Электронная книга Издание


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