深度学习阅读清单

推荐给深度学习初学者的深度学习材料：包含了深度学习的很全的资源：在线免费资源；课程；视频和讲座；论 文；教程；网站；数据集；框架和其它杂项。

Free Online Books

1. Deep Learning4 by Yoshua Bengio, Ian Goodfellow and Aaron Courville
2. Neural Networks and Deep Learning5 by Michael Nielsen
3. Deep Learning4 by Microsoft Research
4. Deep Learning Tutorial4 by LISA lab, University of Montreal

Courses

1. Machine Learning1 by Andrew Ng in Coursera
2. Neural Networks for Machine Learning by Geoffrey Hinton in Coursera
3. Neural networks class by Hugo Larochelle from Université de Sherbrooke
4. Deep Learning Course1 by CILVR lab @ NYU

Video and Lectures

1. How To Create A Mind By Ray Kurzweil - Is a inspiring talk2. Deep Learning, Self-Taught Learning and Unsupervised Feature Learning By Andrew Ng
2. Recent Developments in Deep Learning By Geoff Hinton
3. The Unreasonable Effectiveness of Deep Learning by Yann LeCun
4. Deep Learning of Representations by Yoshua bengio
5. Principles of Hierarchical Temporal Memory by Jeff Hawkins
6. Machine Learning Discussion Group - Deep Learning w/ Stanford AI Lab by Adam Coates
7. Making Sense of the World with Deep Learning By Adam Coates
8. Demystifying Unsupervised Feature Learning By Adam Coates
9. Visual Perception with Deep Learning By Yann LeCun

Papers

1. ImageNet Classification with Deep Convolutional Neural Networks
2. Using Very Deep Autoencoders for Content Based Image Retrieval
3. Learning Deep Architectures for AI
4. CMU’s list of papers

Tutorials

1. UFLDL Tutorial 1
2. UFLDL Tutorial 2
3. Deep Learning for NLP (without Magic)2
4. A Deep Learning Tutorial: From Perceptrons to Deep Networks

WebSites

1. deeplearning.net
2. deeplearning.stanford.edu
3. Forum

Datasets

1. MNIST Handwritten digits
2. Google House Numbers from street view
3. CIFAR-10 and CIFAR-1004. IMAGENET
4. Tiny Images 80 Million tiny images6. Flickr Data 100 Million Yahoo dataset
5. Berkeley Segmentation Dataset 500

Frameworks

1. Caffe2. Torch7
2. Theano
3. cuda-convnet5. Ccv
4. NuPIC1
5. DeepLearning4J1

Miscellaneous

1. Google Plus - Deep Learning Community
2. Caffe Webinar
3. 100 Best Github Resources in Github for DL
4. Word2Vec
5. Caffe DockerFile
6. TorontoDeepLEarning convnet
7. Vision data sets
8. Fantastic Torch Tutorial My personal favourite. Also check out gfx.js

转至：http://suanfazu.com/t/shen-du-xue-xi-yue-du-qing-dan/245