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LotteryTicketHypothesis

By Kevin Ammouri and Youssef Taoudi

Project aiming to replicate The Lottery Ticket Hypothesis by J. Frankle and M. Carbin (https://arxiv.org/abs/1803.03635)

Winning tickets were examined using the LeNet-300-100(LeCun) architecture on the MNIST dataset and miniature versions of the VGG model(Simonyan,http://arxiv.org/abs/1409.1556) for CIFAR-10.

conv_cifar consists all code, data and plots for the convolutional network pruning while fc_mnist contain all code, data and graphs for the fully connected network pruning.

fc_mnist

constants.py - architecture and hyperparameter setup

experiment.py code for running the LeNet experiments

conv_models.py - code for creating and training the models as well as applying the mask for pruning

plots.py - code for plotting

pruning.py - code for pruning

tools.py - helper functions

conv_cifar

constants.py - architecture and hyperparameter setup

conv_experiment.py - code for running the ConvNet experiments

conv_models.py - code for creating and training the models as well as applying the mask for pruning

plots.py - code for plotting

pruning.py - code for pruning

tools.py - helper functions

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Kevin Ammouri and Youssef Taoudi

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