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# System prepended metadata

title: Book_Understanding Machine Learning From Theory to Algorithms
tags: [Understanding Machine Learning From Theory to Algorithms, book]

---

Book_Understanding Machine Learning From Theory to Algorithms
===
###### tags: `book` `Understanding Machine Learning From Theory to Algorithms`


各章連結
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- [Chapter 2-Understanding Machine Learning From Theory to Algorithms: A Gentle Start](https://hackmd.io/@shaoeChen/S1HB5cYyw)
- [Probably Approximately Correct — a Formal Theory of Learning(翻譯)](https://hackmd.io/@shaoeChen/HyuI98iGw)
- [Chapter 3-Understanding Machine Learning From Theory to Algorithms: A Formal Learning Model](https://hackmd.io/@shaoeChen/rJX_qwNlD)
- [Learning Theory: (Agnostic) Probably Approximately Correct Learning(翻譯)](https://hackmd.io/@shaoeChen/B1lZ9uIvP)
- [Chapter 4-Understanding Machine Learning From Theory to Algorithms: Learning via Uniform Convergence](https://hackmd.io/@shaoeChen/r1PLbHK-P)
- [Chapter 9-Understanding Machine Learning From Theory to Algorithms: Linear Predictors](https://hackmd.io/@shaoeChen/HJpeIiX7P)
- [Chapter 5-The Bias-Complexity Tradeoff](https://hackmd.io/@shaoeChen/B177-ZuID)
- [Chapter 6-Understanding Machine Learning From Theory to Algorithms: The VC-Dimension](https://hackmd.io/@shaoeChen/rkqbVlxYP)