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包含网络

Deep Belief Network (DBN)
Convolutional Neural Network (CNN)
Stacked Autoencoder (sAE)
Stacked Sparse Autoencoder (sSAE)
Stacked Denoising Autoencoders (sDAE)

版本信息

Version 2018.4.16
Chg var_list现在使用一个list,而非嵌套的list
Fix 分类层激活函数调用错误的bug

测试结果

用于minst数据集分类,运行得到正确率可达98.78%;
用于te数据故障诊断,有的故障诊断效果很好,有的不尽人意。

参考资料

TF基本函数:http://www.cnblogs.com/wuzhitj/p/6431381.html
DBN原理:https://blog.csdn.net/itplus/article/details/19168937
Hinton源码:http://www.cs.toronto.edu/~hinton/MatlabForSciencePaper.html
sDAE原论文:http://www.jmlr.org/papers/volume11/vincent10a/vincent10a.pdf
sSAE分析TE:https://www.sciencedirect.com/science/article/pii/S0169743917302496
Tensorboard:https://blog.csdn.net/sinat_33761963/article/details/62433234

My blog

知乎:https://www.zhihu.com/people/fu-zi-36-41/posts
CSDN:https://blog.csdn.net/fuzimango/article/list/

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用Tensorflow实现的DBN

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