UFLDL Tutorial

From Ufldl

Revision as of 03:30, 7 April 2011 by Maiyifan (Talk | contribs)
Jump to: navigation, search

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