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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。

内容/Contents

  • 入门(Getting Started)
  • 使用逻辑回归进行MNIST分类(Classifying MNIST digits using Logistic Regression)
  • 多层感知机(Multilayer Perceptron)
  • 卷积神经网络(Convolutional Neural Networks(LeNet))
  • 降噪自动编码机器(Denoising Autoencoders(dA))
  • 层叠自动编码机(Stcaked Denoising Autoencoders(SdA))
  • 受限波尔兹曼机(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

版权/Copyright

作者/Author

Theano Development Team, LISA lab, University of Montreal

翻译者/Translator

Lifeng Hua, Zhejiang University

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Deep learning tutorial in Chinese/深度学习教程中文版

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