contents

 

foreword

preface

acknowledgments

about this book

about the authors

about the cover illustration

Part 1: Core PyTorch

1 Introducing deep learning and the PyTorch Library

1.1  The deep learning revolution

1.2  PyTorch for deep learning

1.3  Why PyTorch?

The deep learning competitive landscape

1.4  An overview of how PyTorch supports deep learning projects

1.5  Hardware and software requirements

Using Jupyter Notebooks

1.6  Exercises

1.7  Summary

2 Pretrained networks

2.1  A pretrained network that recognizes the subject of an image

Obtaining a pretrained network for image recognition 19 AlexNet

ResNet

Ready, set, almost run 22 Run! 25