本文轉自：?http://jmozah.github.io/links/

? ? ? ? ? ? ? ??http://www.datakit.cn/blog/2014/12/31/Deep_learning_Reading_List.html

文章來自J Mohamed Zahoor的深度學習閱讀書單。 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

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

創作挑戰賽新人創作獎勵來咯，堅持創作打卡瓜分現金大獎

總結

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