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NICE - Nonlinear Independent Components Estimation

This is an implementation of the NICE model from Dinh et al (2014) with Tensorflow 2.0.

Please read the original paper before digging into the code.

Please cite the original authors for if this code is useful in your work.

"NICE: Non-linear independent components estimation", Laurent Dinh, David Krueger, Yoshua Bengio. ArXiv 2014.

Requirements

  • Tensorflow 2.5.0+
  • NumPy 1.14.5+

License

The license for this repository is the 3-clause BSD

Status

  • Training on MNIST and run the code using python nice.py.
  • Training on GPU.

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