我关心的AI、ML的分支领域：

Deep Learning 和 Knowledge Graph howto

机器学习算法汇总

 

重要的链接：

AI on the Web

Best Papers vs. Top Cited Papers in Computer Science (since 1996)

Machine Learning Surveys

UC Irvine Machine Learning Repository

 

水木社区 → 学术科学 → AI（人工智能）版

  

大家：

John McCarthy's Home Page

Marvin Minsky's Home Page

Patrick Henry Winston's Home Page

Peter Norvig 

Andrew Ng's homepage

 

阅读列表：

How to do Research At the MIT AI Lab

READING LIST FOR THE QUALIFYING EXAMINATION IN ARTIFICIAL INTELLIGENCE

 （对应的ps文档）

Intelligent Systems - PhD Qualifying Exam Reading List

引用次数最多的10篇机器学习文献

那些阅读量过万的文章

AI FAQ Index

 

著作：

Artificial Intelligence: A Modern Approach

（A practical guide to the AIMA Python code -1: ）

Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp

Pattern Recognition and Machine Learning

 

Machine Learning, Tom Mitchell, McGraw Hill, 1997.

Artificial Intelligence: Foundations of Computational Agents

Machine Learning: a Probabilistic Perspective

 

期刊和会议：

Foundations and Trends in Machine Learning

- 豆瓣上的一个总结：

 

编程：

scikit-learn: machine learning in Python

（这是developer site，官网似乎被墙了）

Orange，使用Python脚本语言的机器学习组件和可视化编程接口

机器学习软件Weka

Machine Learning Open Source Software

The Mobile Robot Programming Toolkit

LISP语言学习资源

What is the best way to get started in artificial intelligence programming?

Language Requirements for AI Development [closed]

Good Programming Languages for AI

a list of some machine learning software. Many of them are open source (the linked page shows the licenses).

The Apache Mahout™ machine learning library's goal is to build scalable machine learning libraries.

OpenPR Planning - sourceforge 

 

课程：

CS229  Machine Learning  Autumn 2012 

网易公开课 ：机器学习课程（CS229  Machine Learning）

CS 188: Artificial Intelligence, Fall 2007

Computer Science 294 Practical Machine Learning (Spring 2008)

【百度文库课程】机器学习 - 余凯&张潼

71237Z 统计学习基础 —2008年秋季

 

网站和博客：

AI算法工程师手册

Free Mind

丕子

谷子粒-Guzili

leftnoteasy

JerryLead

Rachel Zhang

dreamcatcher 

v_JULY_v

demonstrate

 （要用梯子）

liulixiang.info

一些机器学习（Machine Learning）的网站总结

第十届中国机器学习及其应用研讨会（2012） - 会议日程

李航博士 recent talks

其他：

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