UFLDL Tutorial

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* [[Visualizing a Trained Autoencoder]]
* [[Visualizing a Trained Autoencoder]]
* [[Sparse Autoencoder Notation Summary]]  
* [[Sparse Autoencoder Notation Summary]]  
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* [[Exercise:Sparse_Autoencoder]]
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* [[Exercise:Sparse Autoencoder]]

Revision as of 00:04, 11 April 2011

Sparse Autoencoder


Vectorized implementation


Preprocessing: PCA and Whitening

Self-Taught Learning and Unsupervised Feature Learning

Fine-tuning - Exercise: Experiment with and without pre-training

Stacked Autoencoders

Fine-tuning Stacked AEs

Convolutional models (1 layer)

Pooling

Multiple layers of convolution and pooling

Advanced Topics:

RBM

DBN

Sparse Coding

K-means

Spatial pyramids??

SFA

ICA/TICA/TCNN

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