机器学习 Newbie 指南

基础理论

机器学习公开课

1. 加州理工 cs156 - Introduction to Machine Learning - Yaser Abu-Mostafa
   • 播单: http://open.163.com/special/opencourse/learningfromdata.html
   • 网站: https://work.caltech.edu/teaching.html
2. 斯坦福 cs229 - Machine Learning - Andrew Ng.
   • 播单: http://open.163.com/special/opencourse/machinelearning.html
   • 网站: http://cs229.stanford.edu/

数值优化公开课

1. 斯坦福 ee364a - Convex Optimization - Stephen P. Boyd
   • 播单: http://v.youku.com/v_show/id_XMTY5NzE0OTkwOA==.html?f=27981164&from=y1.7-3&spm=a2hzp.8253876.0.0
   • 网站: http://stanford.edu/~boyd/
2. 斯坦福 ee364b - Convex Optimization - Stephen P. Boyd
   • 播单: http://v.youku.com/v_show/id_XMTY5NzE1MTM1Mg==.html?f=27989328&spm=a2hzp.8253876.0.0&from=y1.7-3
   • 网站: http://stanford.edu/~boyd/

通用工具集

编程工具大指南: https://github.com/josephmisiti/awesome-machine-learning

深度学习

公开课

1. 台湾国立大学 Machine Learning and having it deep and structured 李宏毅

   • 网站: http://speech.ee.ntu.edu.tw/~tlkagk/index.html

2. e-Lab coursa - Deep Learning Course - Eugenio Culurciello

   • 播单: https://www.youtube.com/watch?v=_XHIgu_cI3s&index=1&list=PLNgy4gid0G9cbw5OjwG2jxvFqYDqkGnpJ
   • 网站: https://e-lab.github.io/

机器视觉

公开课

1. 斯坦福 cs231n - Convolutional Neural Networks - 李飞飞

   • 播单: http://list.youku.com/albumlist/show?id=29172042&ascending=1&page=1
   • 网站: http://cs231n.stanford.edu/

2. e-Lab coursa - Artificial and robotic vision - Eugenio Culurciello

   • 播单: https://www.youtube.com/watch?v=kCWcfP2Pv2s&list=PLNgy4gid0G9e0-SiJWEdNEcHUYjo1T5XL&index=1
   • 网站: https://e-lab.github.io/

3. 杜克 coursa - Digital Image procesing - Alireza Saberi

   • 播单: https://www.youtube.com/watch?v=bxhJEe38bhY&list=PLZ9qNFMHZ-A79y1StvUUqgyL-O0fZh2rs&index=1

4. 斯坦福 coursa - Probabilistic Graphical Models - Daphne Koller

   • 播单: https://www.youtube.com/watch?v=WPSQfOkb1M8&t=2s&index=1&list=PL50E6E80E8525B59C

Awesome！

1. 编程工具大指南: https://github.com/josephmisiti/awesome-machine-learning
2. RNN: https://github.com/kjw0612/awesome-rnn
3. Deep-Vision: https://github.com/kjw0612/awesome-deep-vision

自然语言

公开课

1. 斯坦福 cs224d - Deep learning for Natural Language Processing - Richard Socher
   • 播单: https://www.youtube.com/playlist?list=PLlJy-eBtNFt6nEiBzI0EFWCXQ0W8B5A8e
   • 网站: http://cs224d.stanford.edu/

人工智能

基础理论

人工智能公开课

1. 伯克利 cs188 - Artifical Intelligence - Dan Klein, Pieter Abbeel
   • 播单: http://v.youku.com/v_show/id_XMTcwMDAxMDY3Mg==.html?f=27998568&spm=a2hzp.8253876.0.0&from=y1.7-3
   • 网站: http://ai.berkeley.edu/home.html

通用工具集

1. OpenAI: https://openai.com/