Includes bibliographical references and index.

Figures -- Tables -- Examples -- Foreword -- Preface -- Acknowledgments -- About the Authors -- Part I: Introducing Deep Learning -- Biological and Machine Vision -- Human and Machine Language -- Machine Art -- Game-Playing Machines -- Part II: Essential Theory Illustrated -- The (Code) Cart Ahead of the (Theory) Horse -- Artificial Neurons Detecting Hot Dogs -- Artificial Neural Networks -- Training Deep Networks -- Improving Deep Networks -- Part III: Interactive Applications of Deep Learning -- Machine Vision -- Natural Language Processing -- Generative Adversarial Networks -- Deep Reinforcement Learning -- Part IV: You and AI -- Moving Forward with Your Own Deep Learning Projects -- Part V: Appendices -- Formal Neural Network Notation -- Backpropagation -- PyTorch -- Index.