Can I read A Citizen's Guide to Artificial Intelligence on EtoBox?

A Citizen's Guide to Artificial Intelligence by John Zerilli; is a book available to read on EtoBox.

What is A Citizen's Guide to Artificial Intelligence about?

Contents 6 Preface 8 Acknowledgments 10 Prologue: What’s All the Fuss About? 12 Human vs. Machine 14 Is AI Rational? 21 Citizen vs. Power 22 1. What Is Artificial Intelligence? 24 Machine Learning and Prediction 26 Predictive Modeling Basics 27 A Brief History of Predictive Models 27 Actuarial Tables 29 Geometric Approaches to Predictive Modeling 29 Regression Models 31 Modern Regression Models 32 Decision Trees 33 Neural Networks 35 Protocols for Testing Predictive Models 38 Summing Up 39 Appendix: Other Machine Learning Systems 41 2. Transparency 44 The Many Meanings of “Transparency” 45 Explanations and Reasons for Decisions 49 AI’s Transparency Problem 51 What Kinds of Explanations Have Been Demanded of Algorithmic Systems? 52 Human Explanatory Standards 53 Unconscious Biases and Opacity in Human Decision Making 57 Explainable AI 2.0 60 Double Standards: Good or Bad? 62 Summing Up 64 3. Bias 66 Artificial Intelligence to the Rescue 68 Taking Humans out of the Equation 69 Predicting the Future by Aggregating the Past 71 Built-in Bias 75 Learning Falsehoods 78 Bias in the Context of Use 80 Can AI Be Fair? 81 Summing Up 83 4. Responsibility and Liability 84 Picking Apart Responsib

Author

John Zerilli;

Language

EN