Deep Generative Model
This contains the Torch Implementation of a Deep Generative Model trained using Stochastic Backpropagation. The model is trained on the GPU with binarized MNIST.
Requirements
Torch installed with cunn
Some miscellaneous lua packages installed from: https://raw.githubusercontent.com/rahulk90/helper-files/master/install_torch_deps.sh
Learning the Model
Run th train.lua
Uses display (https://github.com/szym/display) to show samples and reconstruction to a browser display
References
Auto-Encoding Variational Bayes http://arxiv.org/abs/1312.6114
Stochastic Backpropagation and Approximate Inference in Deep Generative Models http://arxiv.org/abs/1401.4082
See also: https://github.com/y0ast/VAE-Torch