stanford-cs-229-machine-learning README

The project's README from github.com/afshinea/stanford-cs-229-machine-learning. As one markdown file: README.md.

Machine Learning cheatsheets for Stanford's CS 229

Available in العربية - English - Español - فارسی - Français - 한국어 - Português - Türkçe - Tiếng Việt - 简中 - 繁中

Goal

This repository aims at summing up in the same place all the important notions that are covered in Stanford's CS 229 Machine Learning course, and include:

Content

VIP Cheatsheets

Illustration Illustration Illustration Illustration
Supervised Learning Unsupervised Learning Deep Learning Tips and tricks

VIP Refreshers

Illustration Illustration
Probabilities and Statistics Algebra and Calculus

Super VIP Cheatsheet

Illustration
All the above gathered in one place

Website

This material is also available on a dedicated website, so that you can enjoy reading it from any device.

Translation

Would you like to see these cheatsheets in your native language? You can help us translating them on this dedicated repo!

Authors

Afshine Amidi (Ecole Centrale Paris, MIT) and Shervine Amidi (Ecole Centrale Paris, Stanford University)

stanford-cs-229-machine-learning (afshinea/stanford-cs-229-machine-learning)

Searching Database…

这是什么?这是一套速查表和复习资料,概括了斯坦福大学 CS 229 机器学习课程讲授的所有核心概念,涵盖监督学习、无监督学习、深度学习和训练技巧。
这是一份速查表,还是一组文档?是一组文档:四份 VIP 速查表(监督学习、无监督学习、深度学习、技巧与窍门),两份 VIP 复习资料(概率与统计、代数与微积分),以及一份将所有内容合并到一个 PDF 中的 Super VIP 速查表。
我该如何阅读这些速查表?可以直接从代码仓库打开 PDF 文件,也可以在任何设备上,通过作者专门的配套网站更方便地浏览。
这只适合 CS229 的学生吗?它是为斯坦福大学 CS 229 课程编写的复习资料,但对于任何学习监督学习、无监督学习或深度学习基础知识的人来说,它也可以作为通用的快速参考资料。
Super VIP 速查表是什么?它是一份文档,把监督学习、无监督学习、深度学习、技巧与窍门以及复习资料这几份速查表的全部内容汇集在一起。
它是否包含数学前置知识,而不仅仅是机器学习主题?包含。其中有两份 VIP 复习资料,分别涵盖概率与统计、代数与微积分,旨在梳理课程所需的关键前置概念。
Creator
afshinea
Size
37.4 MB
Stars
20.3K
Updated
CommitMay 20
Age
8y
Commits · 90 Days