Patterns, Predictions, and Actions

Foundations of Machine Learning

Moritz Hardt, Benjamin Recht

• Publisher: Princeton University Press
• Year: 2022
• Print ISBN: 9780691233741, 9780691233734
• eBook ISBN: 9780691233727
• Subtopic: Computer Science General

An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impacts

Patterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they need to assess the consequences that may arise from acting on statistical decisions.

• Provides a modern introduction to machine learning, showing how data patterns support predictions and consequential actions
• Pays special attention to societal impacts and fairness in decision making
• Traces the development of machine learning from its origins to today
• Features a novel chapter on machine learning benchmarks and datasets
• Invites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebra
• An essential textbook for students and a guide for researchers

Table of contents

• Cover
• Contents
• List of Figures
• List of Tables
• Preface
• Acknowledgments
• 1. Introduction
• 2. Fundamentals of Prediction
• 3. Supervised Learning
• 4. Representations and Features
• 5. Optimization
• 6. Generalization
• 7. Deep Learning
• 8. Datasets
• 9. Causality
• 10. Causal Inference in Practice
• 11. Sequential Decision Making and Dynamic Programming
• 12. Reinforcement Learning
• 13. Epilogue
• 14. Mathematical Background
• Bibliography
• Index