,Figures
Tables
Examples
Foreword
Preface
Acknowledgments
About the Authors
I Introducing Deep Learning
1 Biological and Machine Vision
Biological Vision
Machine Vision
The Neocognitron
LeNet-5
The Traditional Machine Learning Approach
ImageNet and the ILSVRC
AlexNet
TensorFlow Playground
Quick, Draw!
Summary
2 Human and Machine Language
Deep Learning for Natural Language Processing
Deep Learning Networks Learn Representations Automatically
Natural Language Processing
,A Brief History of Deep Learning for NLP
Computational Representations of Language
One-Hot Representations of Words
Word Vectors
Word-Vector Arithmetic
word2viz
Localist Versus Distributed Representations
Elements of Natural Human Language
Google Duplex
Summary
3 Machine Art
A Boozy All-Nighter
Arithmetic on Fake Human Faces
Style Transfer: Converting Photos into Monet (and Vice Versa)
Make Your Own Sketches Photorealistic
Creating Photorealistic Images from Text
Image Processing Using Deep Learning
Summary
4 Game-Playing Machines
Deep Learning, AI, and Other Beasts
Artificial Intelligence
Machine Learning
Representation Learning
, Artificial Neural Networks
Deep Learning
Machine Vision
Natural Language Processing
Three Categories of Machine Learning Problems
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Deep Reinforcement Learning
Video Games
Board Games
AlphaGo
AlphaGo Zero
AlphaZero
Manipulation of Objects
Popular Deep Reinforcement Learning Environments
OpenAI Gym
DeepMind Lab
Unity ML-Agents
Three Categories of AI
Artificial Narrow Intelligence
Artificial General Intelligence
Artificial Super Intelligence
Tables
Examples
Foreword
Preface
Acknowledgments
About the Authors
I Introducing Deep Learning
1 Biological and Machine Vision
Biological Vision
Machine Vision
The Neocognitron
LeNet-5
The Traditional Machine Learning Approach
ImageNet and the ILSVRC
AlexNet
TensorFlow Playground
Quick, Draw!
Summary
2 Human and Machine Language
Deep Learning for Natural Language Processing
Deep Learning Networks Learn Representations Automatically
Natural Language Processing
,A Brief History of Deep Learning for NLP
Computational Representations of Language
One-Hot Representations of Words
Word Vectors
Word-Vector Arithmetic
word2viz
Localist Versus Distributed Representations
Elements of Natural Human Language
Google Duplex
Summary
3 Machine Art
A Boozy All-Nighter
Arithmetic on Fake Human Faces
Style Transfer: Converting Photos into Monet (and Vice Versa)
Make Your Own Sketches Photorealistic
Creating Photorealistic Images from Text
Image Processing Using Deep Learning
Summary
4 Game-Playing Machines
Deep Learning, AI, and Other Beasts
Artificial Intelligence
Machine Learning
Representation Learning
, Artificial Neural Networks
Deep Learning
Machine Vision
Natural Language Processing
Three Categories of Machine Learning Problems
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Deep Reinforcement Learning
Video Games
Board Games
AlphaGo
AlphaGo Zero
AlphaZero
Manipulation of Objects
Popular Deep Reinforcement Learning Environments
OpenAI Gym
DeepMind Lab
Unity ML-Agents
Three Categories of AI
Artificial Narrow Intelligence
Artificial General Intelligence
Artificial Super Intelligence
