This repository shows different Bayesian Neural Networks available for predictive uncertainty. The following BNNs are provided:
- Probabilistic Back Propagation (PBP) (in Progress)
- MC-Dropout (in Progress)
- Bayes-by-Backprop (in Progress)
- (PBP): (https://arxiv.org/abs/1502.05336)
- (MC-Dropout): (https://arxiv.org/abs/1506.02142)
- (Bayes-by-Backprop) : (https://arxiv.org/pdf/1505.05424.pdf)
- (Deep Ensembles) : (https://arxiv.org/pdf/1612.01474.pdf)
- A review paper on uncertainty quantification: (https://arxiv.org/pdf/2011.06225.pdf)