深度学习相关链接

Deep learning Reading List

Following is a growing list of some of the materials i found on the web for Deep Learning beginners.

Free Online Books

Deep Learning by Yoshua Bengio, Ian Goodfellow and Aaron Courville

Neural Networks and Deep Learning by Michael Nielsen

Deep Learning by Microsoft Research

Deep Learning Tutorial by LISA lab, University of Montreal

Courses

Machine Learning by Andrew Ng in Coursera

Neural Networks for Machine Learning by Geoffrey Hinton in Coursera

Neural networks class by Hugo Larochelle from Université de Sherbrooke

Deep Learning Course by CILVR lab @ NYU

CS231n: Convolutional Neural Networks for Visual Recognition On-Going

CS224d: Deep Learning for Natural Language Processing Going to start

Video and Lectures

How To Create A Mind By Ray Kurzweil - Is a inspiring talk

Deep Learning, Self-Taught Learning and Unsupervised Feature Learning By Andrew Ng

Recent Developments in Deep Learning By Geoff Hinton

The Unreasonable Effectiveness of Deep Learning by Yann LeCun

Deep Learning of Representations by Yoshua bengio

Principles of Hierarchical Temporal Memory by Jeff Hawkins

Machine Learning Discussion Group - Deep Learning w/ Stanford AI Lab by Adam Coates

Making Sense of the World with Deep Learning By Adam Coates

Demystifying Unsupervised Feature Learning By Adam Coates

Visual Perception with Deep Learning By Yann LeCun

Papers

ImageNet Classification with Deep Convolutional Neural Networks

Using Very Deep Autoencoders for Content Based Image Retrieval

Learning Deep Architectures for AI

CMU’s list of papers

Tutorials

UFLDL Tutorial 1

UFLDL Tutorial 2

Deep Learning for NLP (without Magic)

A Deep Learning Tutorial: From Perceptrons to Deep Networks

WebSites

deeplearning.net

deeplearning.stanford.edu

Datasets

MNIST Handwritten digits

Google House Numbers from street view

CIFAR-10 and CIFAR-100

IMAGENET

Tiny Images 80 Million tiny images

Flickr Data 100 Million Yahoo dataset

Berkeley Segmentation Dataset 500

Frameworks

Caffe

Torch7

Theano

cuda-convnet

Ccv

NuPIC

DeepLearning4J

Miscellaneous

Google Plus - Deep Learning Community

Caffe Webinar

100 Best Github Resources in Github for DL

Word2Vec

Caffe DockerFile

TorontoDeepLEarning convnet

Vision data sets

Fantastic Torch Tutorial My personal favourite. Also check out gfx.js

Torch7 Cheat sheet