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Guillaume Desjardins's Projects

articles icon articles

Workspace for collaborative paper writing.

dbm icon dbm

A generic implementation of a Deep Boltzmann Machine (without pretraining)

deepbelief icon deepbelief

Code for training and evaluating restricted Boltzmann machines (RBMs) and deep belief networks (DBNs).

gfx.js icon gfx.js

A graphics backend for the browser (with a Torch7 client).

hessianfree icon hessianfree

An implementation of the Hessian-free optimization algorithm in Theano

hyperopt icon hyperopt

Distributed Asynchronous Hyper-parameter Optimization

mfng icon mfng

Accompanying code for the paper "Metric-Free Natural Gradient for Joint-Training of Boltzmann Machines" (http://arxiv.org/abs/1301.3545)

optim icon optim

A numeric optimization package for Torch.

pipelines icon pipelines

Various experimental pipelines to be used in conjunction with pylearn2.

pylearn icon pylearn

A Machine Learning library based on Theano

rmmala_rbm icon rmmala_rbm

Work on binary-binary RBMs, employing the Riemann manifold Metropolis adjusted Langevin algorithm for sampling and regularized w/ a CAE type penalty.

smlpt icon smlpt

Stochastic Maximum Likelihood with Adaptive Parallel Tempering

ssrbm icon ssrbm

Accompanying code to TPAMI paper on ssRBMs.

theano icon theano

Optimizing GPU-meta-programming code generating array oriented optimizing math compiler in Python

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