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Patterns, Predictions, and Actions – A story about machine learning
Moritz Hardt and Benjamin Recht Image copyright: Princeton University Press Hardcover Problem sets (pdf) Table of contents - 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) - Epilogue (PDF) - Mathematical background (PDF) Contact us We welcome your feedback, questions, and suggestions. You can reach us at contact@mlstory.org.
Image copyright: Princeton University Press If you taught from the book, we’d love to hear about it. We maintain an archival version of the book at arXiv:2102.05242.
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