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Patterns, Predictions, and Actions
- Foundations of Machine Learning
Engelsk
Bogcover for Patterns, Predictions, and Actions af Benjamin Recht, Moritz Hardt, 9780691233734
Specifikationer
Sprog:
Engelsk
Sider:
320
ISBN-13:
9780691233734
Indbinding:
Hardback
ISBN-10:
069123373X
Kategori:
Udg. Dato:
18 okt 2022
Størrelse i cm:
18,4 x 26,2 x 2,7
Oplagsdato:
18 okt 2022
Forfatter(e):

Patterns, Predictions, and Actions

- Foundations of Machine Learning
Engelsk
Hardback 2022
Format:

Bog beskrivelse
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
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Specifikationer
Sprog:
Engelsk
Sider:
320
ISBN-13:
9780691233734
Indbinding:
Hardback
ISBN-10:
069123373X
Kategori:
Udg. Dato:
18 okt 2022
Størrelse i cm:
18,4 x 26,2 x 2,7
Oplagsdato:
18 okt 2022
Forfatter(e):
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