株式会社極東書店トップ ＞ 商品一覧 ＞ Patterns, Predictions, and Actions: Foundations of Machine Learning.
商品詳細
Patterns, Predictions, and Actions: Foundations of Machine Learning.
・ISBN 978-0-691-23373-4 hard US$ 68.00
￥15,932.- (税込) ※（※）価格はご注文時の参考価格となります。
納品価格につきましては書籍の入荷時点で確定となります。
版元の原価改定、外国為替の変動等により異なる場合がございますので、予めご了承下さい。
| 著者・編者 | Hardt, Moritz / Recht, Benjamin, |
|---|---|
| 出版社 | (Princeton University Press, US) |
| 出版年月 | 2022 |
| ページ数 | 320 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A00-57554＞ |
解説
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