Deep Belief Networks and Deep Boltzmann Machines

  • Deep Belief Networks
  • Annealed Importance Sampling
  • Deep Boltzmann Machines
  • Bayesian Probabilistic Matrix Factorization

GPU based Deep Learning Models

  • Feed-forward Neural Nets
  • Restricted Boltzmann Machines
  • Deep Belief Nets
  • Autoencoders
  • Deep Boltzmann Machines
  • Convolutional Neural Nets

Facial Expression Recognition

  • Convolutional Neural Net for Expression classification
  • CUDA with Matlab interface

Multimodal Neural Language Models

  • Implementation of the paper "Multimodal Neural Language Models" (Kiros et al. ICML14)
  • Scripts to evaluate models, perform retrieval and generations.