搬运过去和近期收集的机器学习相关的东西。

教材及资料汇总

1. http://cs229.stanford.edu/materials.html ，CS229，斯坦福神课，机器学习基本知识框架，Andrew Ng亲自授课

2. http://web.stanford.edu/class/cs294a/ CS294A/CS294W Deep Learning and Unsupervised Feature Learning

3. http://cs231n.stanford.edu/，CS231，神话延续，机器视觉大牛 Feifei Li 的课，知乎会员杜客做了中文翻译版 https://zhuanlan.zhihu.com/intelligentunit

4. http://www.cs.nyu.edu/~yann/talks/lecun-ranzato-icml2013.pdf， Yann LeCun 深度学习讲义，老先生PPT风格别具一格

5. http://neuralnetworksanddeeplearning.com/，url 说明一切，无须解释，中文翻译：https://hit-scir.gitbooks.io/neural-networks-and-deep-learning-zh_cn/content/index.html

6. http://www.deeplearningbook.org/ Deep Learning 重量级教材

7. Pattern Recognition and Machine Learning，经典教材，这里就不放下载链接了
   

8. http://ufldl.stanford.edu/wiki/index.php/UFLDL_Tutorial Andrew Ng的另一个进阶教程，拖到页面最下方，发现有中文版本

开发工具汇总

1. Sklearn, http://scikit-learn.org/stable/，Python机器学习库
2. http://caffe.berkeleyvision.org/ ，Caffe is a deep learning framework made with expression, speed, and modularity in mind, Windows Branch:https://github.com/BVLC/caffe/blob/windows
3. http://deeplearning.net/software/theano/ ，Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently
4. https://www.tensorflow.org/， Tensor Flow,Google Deepmind 开发的开源深度学习库
5. https://www.cntk.ai/ ，CNTK ，微软不甘示弱也推出了自家的开源深度学习库，可能是目前对windows系统最友好的库
6. https://github.com/PrincetonVision/marvin，普林斯顿大学Jianxiong Xiao 实验室发布的超轻量级深度学习架构 Marvin， born for hack
7. http://torch.ch/ ，Torch

相关网站

1. https://www.kaggle.com/，最有活力的数据科学社区，举办大量竞赛，提供大量训练数据

2. https://www.terminal.com/，想玩deep learning但暂时还不想四路1080抱回家？云服务解决一切

3. A Neural Network Playground - TensorFlow，带你跑步前进进入deep Learning调参的世界

4. http://cs.stanford.edu/people/karpathy/convnetjs/: ConvNetJS is a Javascript library for training Deep Learning models (Neural Networks) entirely in your browser

Research Paper

1. ImageNet Classification with Deep Convolutional Neural Networks，相关 PPT

开源代码

1. Neural Style, This is a torch implementation of the paper A Neural Algorithm of Artistic Style by Leon A. Gatys, Alexander S. Ecker, and Matthias Bethge.
2. neural-style An implementation of neural style in TensorFlow.

训练数据集

1. ImageNet
2. UC Irvine Machine Learning Repository
3. SUN3D
4. MNIST
5. PASCAL
6. VGG

不定期更新