难道你们不给个赞吗???
本帖整理了机器学习/深度学习比较优秀的线上开放课程,主要为了方便小伙伴们个人学习所用,目前机器学习与深度学习发展迅速,新的课程也层出不穷,所以本帖也会不定期更新,包括更新课程网址以及添加新的好课程。所以,各位小伙伴有比较好的课程一定要在评论区留言,我看到后会将其更新上来,以分享给其它小伙伴。
注意这里对各个课程并没有做好与坏的评论,一般来说,入门机器学习的经典课程是Stanford: CS229,入门深度学习的经典课程是Stanford: CS231n。如果大家想对各个课程发表意见,可以移步下面两个话题:
国内有哪些大学开了深度学习课程? www.zhihu.com
国外有哪些大学开了深度学习课程? www.zhihu.com
Subjects
- Deep Learning
- Machine Learning
- Reinforcement Learning
- Computer Vision
- Artificial Intelligence
Deep Learning
- CMU: 11-785 Introduction to Deep Learning [Spring 2018] [DL]
- Stanford: CS230 Deep Learning [Winter 2018][DL] [Ng中文笔记-黄海广]
- University of Chicago: CMSC 35246 Deep Learning [Spring 2017][DL]
- Stanford: CS231n Convolutional Neural Networks for Visual Recognition [Spring 2017][CV] [中文翻译]
- Stanford: CS224n Natural Language Processing with Deep Learning [Winter 2018][NLP]
- Stanford: CS 20 Tensorflow for Deep Learning Research [Winter 2018][TensorFlow]
- Stanford: Theories of Deep Learning (STATS 385) [Fall 2017][DL]
- CMU: 10707 Deep Learning [Fall 2017][DL]
- National Taiwan University: Applied Deep Learning / Machine Learning and Having It Deep and Structured [2017 Fall][DL] [Hung-yi Lee]
- Theano: Deep Learning Tutorials [Theano]
- Mxnet: Deep Learning-The Straight Dope [2017][Mxnet] [中文]
- MIT: 6.S191 Introduction to Deep Learning [2018][DL]
- UVA: DEEP LEARNING COURSE [][DL]
- Fast.ai: Practical Deep Learning For Coders [2018][DL]
- CMU: CS 11-747 Neural networks fro NLP [Spring 2018][NLP]
- Stanford: CS224S / LINGUIST285 – Spoken Language Processing [Spring 2017][Speech Recognition]
- Berkeley: CS 294-131: Special Topics in Deep Learning [Fall 2017][Advanced DL]
- CMU: 16-385 Computer Vision [Spring 2018][CV]
- Columbia University: E6894 Deep Learning for Computer Vision, Speech, and Language [Spring 2017][DL]
- Colorado: CSCI 5922 Neural Networks and Deep Learning [Fall 2017][DL]
- UIUC: CS 598 LAZ Cutting-Edge Trends in Deep Learning and Recognition [2017][DL]
- UPC: Deep Learning for Speech and Language [2017 Winter][Speech Recognition]
- toronto: CSC 321 Intro to Neural Networks and Machine Learning [CSC 321 Winter 2018][DL]
- MIT: 6.883 Science of Deep Learning: Bridging Theory and Practice [Spring 2018][DL]
- UW:CSE 599G1: Deep Learning System Design [2017] [DL]
Computer Vision
- toronto: CSC420: Intro to Image Understanding [Fall 2017][CV]
Machine Learning
- Stanford: CS229 Machine Learning [Autumn 2017][ML]
- University of Notre Dame: Statistical Computing for Scientists and Engineers [Fall 2017][SL]
- CMU: Statistical Machine Learning [Spring 2017][ML]
- Carnegie Mellon University:10-701/15-781 Machine Learning [Spring 2011][ML]
- toronto: CSC411 introduction to Machine Learning [Fall 2017][ML]
- Google: 机器学习速成课程 使用 TensorFlow API [2018] [ML TensorFlow]
Reinforcement Learning
- Berkeley: CS 294 Deep Reinforcement Learning [Fall 2017][RL]
- CMU: 10703 Deep RL and Control [Fall 2018][RL]
- Stanford: CS234: Reinforcement Learning [Winter 2018][RL]
Artificial Intelligence
- MIT: 6.S099 Artificial General Intelligence [2018]
- MIT 6.S094: Deep Learning for Self-Driving Cars [2018]