This is a Chinese tutorial
which is translated from DeepLearning 0.1 documentation. And in this tutorial, all algorithms and models are coded by Python and Theano. Theano is a famous third-party library, and allows coder to use GPU or CPU to run his Python code.
这是一个翻译自深度学习0.1文档的中文教程
。在这个教程里面所有的算法和模型都是通过Pyhton和Theano实现的。Theano是一个著名的第三方库,允许程序员使用GPU或者CPU去运行他的Python代码。
##Contents
入门
(Getting Started)- Classifying MNIST digits using Logistic Regression
- Multilayer Perceptron
- Convolutional Neural Networks(LeNet)
- Denoising Autoencoders(dA)
- Stcaked Denoising Autoencoders(SdA)
- Restricted Boltzmann Machines(RBM)
- Deep Belif Networks
- Hybrid Monte-Carlo Sampling
- Recurrent Neural Networks with Word Embeddings
- Modeling and generating sequences of polyphonic music the RNN-RBM
- Miscellaneous