UFLDL Tutorial

From Ufldl

(Difference between revisions)
Jump to: navigation, search
Line 21: Line 21:
* [[Whitening]]
* [[Whitening]]
* [[Implementing PCA/Whitening]]
* [[Implementing PCA/Whitening]]
-
* [[Exercise: PCA in 2D]]
+
* [[Exercise:PCA in 2D]]
* [[Exercise:PCA and Whitening]]
* [[Exercise:PCA and Whitening]]

Revision as of 23:56, 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

Personal tools