Simple Bayesian Neural Network examples

caxelrud · January 30, 2020, 6:27pm

I am looking for regressions and classification examples for simple Bayesian (Probabilistic) Neural Network. Simple means neural networks that are shallow (not-deep, one hidden layers and similar).
Can you point me to these sources?

eb8680_2 · January 30, 2020, 7:49pm

Hi, check out our Bayesian regression tutorial (part 1, part 2) and this forum post about pyro.contrib.bnn.HiddenLayer.

martinjankowiak · January 30, 2020, 9:37pm

There is also a bayesian neural network example in NumPyro that makes use of HMC for inference: numpyro/bnn.py at master · pyro-ppl/numpyro · GitHub