Skip to content

davidgbe/rbm

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

24 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Winter and Restricted Boltzmann Machines

This repo is intended to be an experiment with restricted Boltzmann machines. Refer to THIS BLOG for real time progress updates and explanations of the math behind the model. The plan is as follows:

  1. Write a restricted Boltzmann machine 🏁

  2. Train model on data from the MNIST dataset 🏁

  3. Tune model until it's clear that learned features of MNIST dataset aptly represent the image data 🏁

  4. Check to see if alternate representation learned by RBM is more useful than raw image data

Tentative plans

  1. Use SVM to classify MNIST dataset based on features learned by RBM 🏁

  2. Try to use RBM to classify Alzheimer's patients from this data

References

  1. https://www.cs.toronto.edu/~hinton/absps/guideTR.pdf

  2. http://www.robots.ox.ac.uk/~ojw/files/NotesOnCD.pdf

  3. http://www.jmlr.org/papers/volume13/larochelle12a/larochelle12a.pdf

  4. http://www.cs.toronto.edu/~hinton/absps/fastnc.pdf

  5. http://www.vision.cs.chubu.ac.jp/MPRG/C_group/C060_yamashita2014.pdf

About

A winter project in which I experiment with RBMs

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages