mlstory / Patterns, Predictions, and

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Title	Patterns, Predictions, and
Description	Patterns, Predictions, and Actions A story about machine learning Moritz Hardt and Benjamin Recht Image copyright: Princeton University Press Hardcover Pr
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US$1,935,083

Last updated: 2023-05-01 06:43:38

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Patterns, Predictions, and Actions A story about machine learning Moritz Hardt and Benjamin Recht Image copyright: Princeton University Press Hardcover Princeton University Press Errata Full preprint as 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 ) Epilogue ( PDF ) Mathematical background ( PDF ) Contact us We welcome your feedback, questions, and suggestions. You can reach us at contact@mlstory.org . If you taught from the book, we’d love to hear about it. Citations, license, typesetting Please cite the print edition of this book as: @book{hardtrecht2022patterns, author = {Moritz Hardt and Benjamin Recht}, title = {Patterns, predictions, and

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mlstory.org valuation and analysis