Deep Learning Illustrated: A Visual, Interactive Guide to Artificial Intelligence

Contents

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 ...