Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Published by Georg Müller, München u. Leipzig 1911., 1911
Hardcover. 15,8 x 9,8 cm. Grauer Pappband mit montiertem Rückenschild. Gelber Dreiseitenschnitt. Der Einband stellenweise leicht fleckig. Ein Ex-Libris im Innendeckel wurde entfernt. LXXII S., Frontispiz, 3 Bll., 189 Seiten / Frontispiz, 2 Bll., 191 Seiten. Innen sauber und fest. Gutes Exemplar. Neu herausgegeben und eingeleitet von Dr. Fred B. Hardt. Die beiden Titelblätter mit der Angabe Verlag Friedrich Maurer, Berlin 1785 bzw. 1786. -- Bitte Portokosten außerhalb EU erfragen! / Please ask for postage costs outside EU! / S ' il vous plait demander des frais de port en dehors de l ' UE! // Bitte beachten Sie auch unsere Fotos! / Please also note our photos! / Veuillez noter nos photos -- Genießen Sie den Jahresanfang mit unterhaltender Lektüre! - Bei uns finden Sie das richtige Geschenk! -- Wir kaufen Ihre werthaltigen Bücher! Lit.
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hardcover. Condition: Fine. LIKE NEW!!! Has a red or black remainder mark on bottom/exterior edge of pages.
hardcover. Condition: As New. New with remainder mark. Buy multiples from our store to save on shipping.
hardcover. Condition: New. New with remainder mark. Buy multiples from our store to save on shipping.
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hardcover. Condition: New.
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Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Add to basketHRD. Condition: New. New Book. Shipped from UK. Established seller since 2000.
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Seller: GreatBookPrices, Columbia, MD, U.S.A.
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Seller: GreatBookPrices, Columbia, MD, U.S.A.
Condition: New.
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
Seller: Books Puddle, New York, NY, U.S.A.
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Language: English
Published by Princeton University Press, US, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Add to basketHardback. Condition: New. 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.
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
Seller: Speedyhen LLC, Hialeah, FL, U.S.A.
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Hardcover. Condition: new. Hardcover. An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning.An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning.Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual foundations of this recently emergent field, drawing on a diverse range of disciplinary perspectives to identify the opportunities and hazards of automated decision-making. It surveys the risks in many applications of machine learning and provides a review of an emerging set of proposed solutions, showing how even well-intentioned applications may give rise to objectionable results. It covers the statistical and causal measures used to evaluate the fairness of machine learning models as well as the procedural and substantive aspects of decision-making that are core to debates about fairness, including a review of legal and philosophical perspectives on discrimination. This incisive textbook prepares students of machine learning to do quantitative work on fairness while reflecting critically on its foundations and its practical utility. Introduces the technical and normative foundations of fairness in automated decision-making. Covers the formal and computational methods for characterizing and addressing problems. Provides a critical assessment of their intellectual foundations and practical utility. Features rich pedagogy and extensive instructor resources "This book offers a critical view on the current practice of machine learning, as well as proposed technical fixes for achieving fairness in automated decisionmaking"-- Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Language: English
Published by Princeton University Press, US, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
Seller: Rarewaves USA, OSWEGO, IL, U.S.A.
Hardback. Condition: New. 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.
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
Seller: Kennys Bookshop and Art Galleries Ltd., Galway, GY, Ireland
Condition: New. 2022. Hardcover. . . . . .
Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Seller: Majestic Books, Hounslow, United Kingdom
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Published by Princeton University Press, New Jersey, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Hardcover. Condition: new. 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.
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Language: English
Published by Princeton University Press, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
Seller: Ria Christie Collections, Uxbridge, United Kingdom
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Language: English
Published by Princeton University Press 2022-10-18, 2022
ISBN 10: 069123373X ISBN 13: 9780691233734
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Add to basketHardcover. Condition: New.
Language: English
Published by Mit Press, 2023
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Hardcover. Condition: New. ISBN:9780262048613.