Patterns, Predictions, and Actions (Hardcover)
Language: English
Published by Princeton University Press, New Jersey, 2022
- Hardcover
- New
Seller: Grand Eagle Retail, Bensenville, IL, U.S.A.Grand Eagle Retail
AbeBooks seller since October 12, 2005
Condition: New
£ 67.30
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Add to basketItem description from seller
Hardcover. An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impactsPatterns, 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 actionsPays special attention to societal impacts and fairness in decision makingTraces the development of machine learning from its origins to todayFeatures a novel chapter on machine learning benchmarks and datasetsInvites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebraAn essential textbook for students and a guide for researchers Shipping may be from multiple locations in the US or from the UK, depending on stock availability.…
Seller Inventory # 9780691233734
- Title
- Patterns, Predictions, and Actions (Hardcover)
- Author
- Moritz Hardt
- Publisher
- Princeton University Press, New Jersey
- Publication year
- 2022
- Condition
- new
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 069123373X
- ISBN 13
- 9780691233734
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
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
Grand Eagle Retail
Bensenville, IL, U.S.A.
AbeBooks seller since October 12, 2005
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