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Thursday, August 16, 2012

Unsupervised Feature Learning and Deep Learning Resources

Unsupervised feature learning and deep learning has been fascinating to me recently and here are some interesting links and tutorials. 

First is Andrew Ng UFLDL tutorial which has some explanation and intuition. It also has starter code where we need to complete only the objective code. 

http://ufldl.stanford.edu/wiki/index.php/UFLDL_Tutorial  by Andrew Ng

Reducing the Dimensionality of Data with Neural Networks(pdf)

Self-taught learning(pdf)

An interesting reading about applications of Deep Learning at Google

Google Research ICML paper(pdf)

Transforming Autoencoder(pdf)

Extracting and Composing Robust Features with Denoising Autoencoders(pdf)
(pdf   8 pages)

Greedy Layer-Wise Training of Deep Networks(pdf)