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Deep Learning Tutorial in Chinese

深度学习教程中文版

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