/DeepUncer

uncertainty in deep learning models

Primary LanguageJupyter Notebook

DeepUncer

This is a set of experiments demonstrating different ways to encorporate uncertainty measurements in a deep neural network.

Classification settings

Here I used the method described in https://arxiv.org/pdf/1703.04977.pdf

Regression settings

Here I have put priors on inner weights of the conv/linear layers and learnt the parameters of the priors using VI. This uses PYRO framework.