Deep Learning For Dummies

Introduction 1

Part 1: Discovering Deep Learning 7

Chapter 1: Introducing Deep Learning 9

Chapter 2: Introducing the Machine Learning Principles 25

Chapter 3: Getting and Using Python 45

Chapter 4: Leveraging a Deep Learning Framework 73

Part 2: Considering Deep Learning Basics 91

Chapter 5: Reviewing Matrix Math and Optimization 93

Chapter 6: Laying Linear Regression Foundations 111

Chapter 7: Introducing Neural Networks 131

Chapter 8: Building a Basic Neural Network 149

Chapter 9: Moving to Deep Learning 163

Chapter 10: Explaining Convolutional Neural Networks 179

Chapter 11: Introducing Recurrent Neural Networks 201

Part 3: Interacting with Deep Learning 215

Chapter 12: Performing Image Classification 217

Chapter 13: Learning Advanced CNNs 233

Chapter 14: Working on Language Processing 251

Chapter 15: Generating Music and Visual Art 269

Chapter 16: Building Generative Adversarial Networks 279

Chapter 17: Playing with Deep Reinforcement Learning 293

Part 4: The Part of Tens 307

Chapter 18: Ten Applications that Require Deep Learning 309

Chapter 19: Ten Must-Have Deep Learning Tools 317

Chapter 20: Ten Types of Occupations that Use Deep Learning 327

Index 335