名校大牛们的深度学习课程
站在巨人的肩膀上 ,让我们离深度学习更进一步!
一、学习基础
1、数学基础:掌握数学基础知识,例如:数值计算、线性代数、概率论、统计学、信息论、微积分、最优化等
2、编程语言:熟悉一门编程语言,例如:Python、C 等
3、学习框架:熟悉一个框架,例如:TensorFlow、Caffe、MXNet、PyTorch、CNTK等
4、训练数据:熟悉一个数据集,例如:MNIST、CIFAR、ImageNet、WebVision、COCO、PASCAL VOC等
二、课程清单
1、Stanford深度学习课程
Tensorflow for Deep Learning Research
https://web.stanford.edu/class/cs20si/
2、Stanford(Fei-Fei Li)深度学习课程
Convolutional Neural Networks for Visual Recognition
http://cs231n.stanford.edu/
3、Stanford深度学习课程
Natural Language Processing with Deep Learning
http://web.stanford.edu/class/cs224n/
4、Stanford深度学习课程
Theories of Deep Learning
https://stats385.github.io/
5、MIT深度学习课程
Introduction to Deep Learning
http://introtodeeplearning.com/
6、CMU深度学习课程
10707 (Fall 2017): Deep Learning
http://www.cs.cmu.edu/~rsalakhu/10707/
7、CMU深度学习课程
Deep Reinforcement Learning and Control
https://katefvision.github.io/
8、CMU深度学习课程
Neural Networks for NLP
http://phontron.com/class/nn4nlp2017/
9、UC Berkeley深度学习课程
Deep Reinforcement Learning
http://rail.eecs.berkeley.edu/deeprlcourse/
10、UC Berkeley深度学习课程
Deep Reinforcement Learning
https://simons.berkeley.edu/talks/pieter-abbeel-2017-3-28
11、UC Berkeley深度学习课程
A Numerical Analyst Thinks about Deep Learning
https://simons.berkeley.edu/events/numerical-analyst-thinks-about-deep-learning
12、Oxford深度学习课程
Machine Learning: 2014-2015
http://www.cs.ox.ac.uk/teaching/courses/2014-2015/ml/
13、Oxford深度学习课程
Deep Learning for Natural Language Processing: 2016-2017
http://www.cs.ox.ac.uk/teaching/courses/2016-2017/dl/
https://github.com/oxford-cs-deepnlp-2017/
14、fast.ai深度学习课程
Deep Learning
http://www.fast.ai/
15、Hinton(深度学习三剑客之一)深度学习课程
Neural Networks for Machine Learning
http://blog.coursegraph.com/neuralnetwork.php
16、Lecun(深度学习三剑客之一)深度学习课程
Deep Learning
https://www.college-de-france.fr/site/en-yann-lecun/course-2015-2016.htm
17、Bengio(深度学习三剑客之一)深度学习课程
Deep Learning
18、Andrew Y. Ng深度学习课程
Deep Learning Specialization
https://www.coursera.org/specializations/deep-learning
19、Hung-yi Lee深度学习课程
Deep Learning and Machine Learning
http://speech.ee.ntu.edu.tw/~tlkagk/courses.html
20、Yun-Nung (Vivian) Chen深度学习课程
Applied Deep Learning
https://www.csie.ntu.edu.tw/~yvchen/f106-adl/index.html
