The Science of Deep Learning by Iddo Drori 9781108883375 1108883370

The Science of Deep Learning Iddo Drori – Ebook Instant Download/Delivery ISBN(s): 9781108835084, 9781108883375, 9781108890441, 1108835082, 1108883370, 110889044X, 9781108883375, 1108883370

Product details:

• ISBN 10: 1108883370
• ISBN 13: 9781108883375
• Author:  Iddo Drori

The Science of Deep Learning emerged from courses taught by the author that have provided thousands of students with training and experience for their academic studies, and prepared them for careers in deep learning, machine learning, and artificial intelligence in top companies in industry and academia. The book begins by covering the foundations of deep learning, followed by key deep learning architectures. Subsequent parts on generative models and reinforcement learning may be used as part of a deep learning course or as part of a course on each topic. The book includes state-of-the-art topics such as Transformers, graph neural networks, variational autoencoders, and deep reinforcement learning, with a broad range of applications. The appendices provide equations for computing gradients in backpropagation and optimization, and best practices in scientific writing and reviewing. The text presents an up-to-date guide to the field built upon clear visualizations using a unified notation and equations, lowering the barrier to entry for the reader. The accompanying website provides complementary code and hundreds of exercises with solutions.

Table contents:

1 Introduction

2 Forward and Backpropagation

3 Optimization

4 Regularization

5 Convolutional Neural Networks

6 Sequence Models

7 Graph Neural Networks

8 Transformers

9 Generative Adversarial Networks

10 Variational Autoencoders

11 Reinforcement Learning

12 Deep Reinforcement Learning

13 Applications

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