A Brief Guide to Artificial Intelligence

James V Stone

Preface

1 What is Artificial Intelligence?

1.1 Introduction

1.2 AI, AGI and Other Euphemisms

1.3 So, What Is AI?

1.4 Almost Human Memory

1.5 Interpretability

1.6 Why Now?

2 What AI Can, and Cannot, Do

2.1 Introduction

2.2 Visual Recognition

2.3 Deepfakes

2.4 The Player of Games

2.5 Skilled Control

2.6 AI in Medicine

2.7 Language

2.8 Is AI Biased?

2.9 What AI Cannot Do

3 How AI Works

3.1 Introduction

3.2 Supervised Learning

3.3 Convolutional Neural Networks

3.4 The Backprop Algorithm

3.5 Semi-Supervised Learning

3.6 Self-Supervised Learning

3.7 Unsupervised Learning

3.8 Reinforcement Learning

3.9 Over-Fitting

3.10 Is AI Just Curve-Fitting?

4 The Future of AI

4.1 Introduction

4.2 Time Enough For AI?

4.3 Another Revolution?

4.4 Machine Consciousness

Further Reading

Glossary

References

Index

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