All Projects β†’ DakshIdnani β†’ Pytorch Nice

DakshIdnani / Pytorch Nice

Licence: mit
Implementation of non-linear independent components estimation (NICE) in pytorch

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PyTorch implementation of NICE

Original paper:

NICE: Non-linear Independent Components Estimation
Laurent Dinh, David Krueger, Yoshua Bengio

This implementation replicates the experiment on the MNIST dataset.

A test-set log likelihood of 1933.89 was recorded after 70 epochs with the current hyperparameters. The original paper reported a similar test-set log likelihood, 1980.50.

To train this on your own system, install NumPy and PyTorch, edit config.py, and run train.py.

Samples

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