Articles #

• The Curse of Dimensionality and the Autoencoder

Tutorials #

• http://deeplearning.net/tutorial/dA.html
• http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/
• Building Autoencoders in Keras
• JAAN ALTOSAAR: Tutorial - What is a variational autoencoder?

Variations #

Variational Autoencoder #

• Variational Autoencoder

Denoising autoencoders #

The idea behind denoising autoencoders is simple. In order to force the hidden layer to discover more robust features and prevent it from simply learning the identity, we train the autoencoder to reconstruct the input from a corrupted version of it.

Stacked denoising autoencoders #

• Paper/Vincent2010

Applications #

Chemical design #

• Automatic chemical design using a data-driven continuous representation of molecules

Incoming Links #

Related Articles (Article 0) #

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Related Scholarly Articles (ScholarlyArticle 1) #

• Paper/Vincent2010

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