機械学習のための数学(テキスト)
Mathematics for Machine Learning
Deisenroth, Marc Peter
Faisal, A. Aldo
Ong, Cheng Soon
- 出版社:Cambridge University Press
- 出版年月:2020年 04月
- ISBN:9781108470049
- 装丁:HRD
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装丁について
- 言語:ENG
- 巻数・ページ数:398 p.
- DDC分類:006.310151
- 内容紹介:
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This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines.