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