# Mathematics for Machine Learning [pdf]

> Clean Markdown view of GeekNews topic #754. Use the original source for factual precision when an external source URL is present.

## Metadata

- GeekNews HTML: [https://news.hada.io/topic?id=754](https://news.hada.io/topic?id=754)
- GeekNews Markdown: [https://news.hada.io/topic/754.md](https://news.hada.io/topic/754.md)
- Type: news
- Author: [xguru](https://news.hada.io/@xguru)
- Published: 2019-10-20T06:29:10+09:00
- Updated: 2019-10-20T06:29:10+09:00
- Original source: [mml-book.github.io](https://mml-book.github.io/)
- Points: 3
- Comments: 0

## Topic Body

내년에 출간될 책을 무료 PDF 로 공개. 총 417페이지.

Part I: Mathematical Foundations

1. Introduction and Motivation

2. Linear Algebra

3. Analytic Geometry

4. Matrix Decompositions

5. Vector Calculus

6. Probability and Distribution

7. Continuous Optimization

Part II: Central Machine Learning Problems

8. When Models Meet Data

9. Linear Regression

10. Dimensionality Reduction with Principal Component Analysis

11. Density Estimation with Gaussian Mixture Models

12. Classification with Support Vector Machines

## Comments



_No public comments on this page._