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Download Freyfaces

download http://www.cs.nyu.edu/~roweis/data/frey_rawface.mat to "datasets/ freyfaces/frey_rawface.mat"

Download MNIST

http://www.cs.toronto.edu/~larocheh/public/datasets/binarized_mnist/binarized_mnist_train.amat http://www.cs.toronto.edu/~larocheh/public/datasets/binarized_mnist/binarized_mnist_valid.amat http://www.cs.toronto.edu/~larocheh/public/datasets/binarized_mnist/binarized_mnist_test.amat and put into datasets/MNIST_static

Running program

Install packages in requirements.txt using pip. Set relevant settings in configs.py. Then run main.py. Optionally, run mnist() in MNIST.py or freyfaces() in freyfaces.py with relevant settings from configs.py.

Results

Can be found in experiments/ directory

Visualization

To reproduce the plots and visualizations in the report, one could look at the Jupyter notebook located in src/analytics.ipynb

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