Patterns, Predictions, and Actions
Image copyright: Princeton University Press
Hardcover
Princeton
University Press
Errata
Full preprint as
PDF
Problem sets (pdf)
Table of contents
Preface Acknowledgments
Introduction (PDF)
Fundamentals of prediction (PDF)
Supervised learning (PDF)
Representations and features (PDF)
Optimization (PDF)
Generalization (PDF)
Deep learning (PDF)
Datasets (PDF)
Causality (PDF)
Causal inference in practice (PDF)
Sequential decision making and dynamic
programming (PDF)
Reinforcement learning (PDF)
Epilo...
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