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Binary Connect

Experiments with binarizing the weights of Neural Networks as done in BinaryConnect

Authors

Shubham Bansal, Aman Chahar, Nitesh Chauhan

Prerequisites

Theano is required for redirecting processing to GPU.

Instructions

Data Directory

Get the mnist dataset and cifar10 matlab version dataset. use pylearn2 to preprocess the SVHN dataset as described in orignal repo.

cd $(PROJ_DIR)
mkdir -p data
mkdir -p data/mnist
mkdir -p data/cifar-10-batches-mat

Put the cifar batch files and mnist ubytes files in their respective folder.

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Experiments with binarizing the weights of Neural Networks as done in BinaryConnect - https://arxiv.org/pdf/1511.00363.pdf

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