深度学习&机器学习资源汇总1

本篇博客的目地，是对工作学习过程中所遇所见的一些有关深度学习、机器学习的优质资源，作分类汇总，方便自己查阅，也方便他人学习借用。

主要会涉及一些优质的理论书籍和论文、一些实惠好用的工具库和开源库、一些供入门该理论入门所用的demo等等。

由于本博客将不定期更新，尽量将较为前沿的深度学习、机器学习内容整理下来，需要转载的同学尽量附上本文的链接，方便获得最新的内容。

相关的理论、书籍、论文、课程、博客：

[Book] Yoshua Bengio, Ian Goodfellow, Aaron Courville. Deep Learning.
2015.

[Book] Michael Nielsen. Neural Networks
and Deep Learning. 2015.

[Course] Convolutional
Neural Networks for Visual Recognition. 2015

[Course] Deep Learning for Natural Language Processing.
2015.

[Blog] Hacker’s Guide to Neural Networks.

[Book] Notes on Convolutional Neural Networks

[Book] A guide to convolution arithmetic for deep learning

相关的库、工具

Theano (Python)

Libraries based on Theano: Lasagne, Keras, Pylearn2

Caffe (C++,
with Python wrapper)

TensorFlow (Python, C++)

Torch (Lua)

ConvNetJS (Javascript)

Deeplearning4j (Java)

MatConvNet (Matlab)

Spark machine learning
library(Java,scala,python)

LIBSVM A Library for Support Vector Machines(C/C++,Java
and other languages)

相关的开源项目、demo

Facial
Keypoint Detection

Deep Dream

Eyescream

Deep
Q-network (Atari game player)

Caffe
to Theano Model Conversion (use Caffe pretrained model in Lasagne)

R-CNN

Fast R-CNN