Textbook in PDF format

Preface
Acknowledgements
About the Authors
Introduction
Introduction to Deep Neural Networks
Residual Neural Networks
Convolutional Neural Networks
Solving PDEs with Neural Networks
Operator Networks
Generative Deep Learning
Appendix References