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Learning From Data | 小熊书籍

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作者: Yaser S. Abu-Mostafa / Malik Magdon-Ismail / Hsuan-Tien Lin
出版社: AMLBook
副标题: A Short Course
出版年: 2012-3-27
页数: 213
定价: USD 48.00
装帧: Hardcover
ISBN: 9781600490064

Machine learning allows computational systems to adaptively improve their performance with experience accumulated from the observed data. Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have …

Chapter 1. The Learning Problem
Chapter 2. Training versus Testing
Chapter 3. The Linear Model
Chapter 4. Overfitting
Chapter 5. Three Learning Principles
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