深度学习路线

深度学习路线记录
机器学习视频 吴恩达

http://open.163.com/special/opencourse/machinelearning.html

神经网络深度学习在线教程 共六章

http://neuralnetworksanddeeplearning.com

《神经网络设计》 国外经典教程 第十一章 反向传播

CNN:《Notes On Convolutional Neutral Networks》 Jake Bouvrie

http://cogprints.org/5869/1/cnn_tutorial.pdf

CNN参考资料
技术向：一文读懂卷积神经网络CNN
Deep Learning模型之：CNN卷积神经网络推导和实现
RNNs: A tutorial on training recurrent neural networks, covering BPPT, RTRL, EKF and the “echo state network” approach

http://minds.jacobs-university.de/sites/default/files/uploads/papers/ESNTutorialRev.pdf

LSTM: Understanding LSTM Networks

http://colah.github.io/posts/2015-08-Understanding-LSTMs/

Attension and Augmented Recurrent Neural Networks

http://distill.pub/2016/augmented-rnns/

Neural Turning Machines

https://arxiv.org/pdf/1410.5401v2.pdf

tensorflow 安装及使用

http://www.cnblogs.com/peaceWang/p/5970495.html

tensorflow学习笔记（六）：LSTM 与 GRU

http://blog.youkuaiyun.com/u012436149/article/details/52887091

word2vec 中的数学原理详解（五）基于 Negative Sampling 的模型

http://blog.youkuaiyun.com/itplus/