UFLDL Tutorial

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* [[Unsupervised Feature Learning]]
* [[Unsupervised Feature Learning]]
* [[Self-Taught Learning]]
* [[Self-Taught Learning]]
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* [[Image classification]]  (talk about how to extract features from a large image)
+
* [[Image Classification]]  (talk about how to extract features from a large image)
* [[Softmax Regression]]
* [[Softmax Regression]]
 +
* [[Exercise:Softmax Regression]]
* [[Exercise:Self-Taught Learning]]
* [[Exercise:Self-Taught Learning]]

Revision as of 23:54, 10 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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