Hardt, Moritz
Patterns, Predictions, and Actions: Foundations of Machine Learning
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- ISBN 13:
- 9780691233734
- author:
- Hardt, Moritz
- format:
- Hardback
- publisher:
- Princeton University Press
- language:
- English
- Publication Year:
- 2023
- Pages:
- 320
- Dimensions:
- 25.7 x 17.5 x 2.5 centimetres (0
- Genre:
- Science, Mathematics, Statistics,
- Condition:
- New
- Availability:
- Item usually sent within 10 working days
Description
Patterns, Predictions, and Actions: Foundations of Machine Learning
This authoritative textbook introduces graduate students to the essentials of machine learning, exploring its historical context and societal implications. It covers the foundations of decision making, including representation, optimization, and generalization in supervised learning.
The book provides a modern introduction to machine learning, examining how data patterns support predictions and consequential actions. It also addresses fairness in decision making and features a novel chapter on machine learning benchmarks and datasets.
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