[TensorFlow 2] Variational Inference with Normalizing Flows

TensorFlow implementation of "Variational Inference with Normalizing Flows" [1]

Concept

Concept of the Normalizing Flow (NF).

Algorithm for training NF.

Results

Upper: target image; Lower: restored image.

Left: first density z_0; Right: last density z_k.

Requirements

• Python 3.7.6
• Tensorflow 2.3.0
• Numpy 1.18.15
• whiteboxlayer 0.1.18

Reference

[1] Danilo Jimenez Rezende and Shakir Mohamed. (2015). Variational Inference with Normalizing Flows. arXiv preprint arXiv:1505.05770.