Using a fully connected bipartite graph, with no adjacent connections, to create a Restricted Boltzmann Machine we can achieve a 90.0% accuracy on MNIST and 74.5% on Fashion_MNIST We also used this to perform Lung Cancer classification
neuralnet.py is a neural network from scrath (unrelated to RBMs, but can be used as a classifier)
run with nvblas python for faster runtimes (with numpy matrix multiplication)