bayes-by-backprop

There are 1 repository under bayes-by-backprop topic.

JavierAntoran / Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
approximate-inference bayes-by-backprop bayesian-inference bayesian-neural-networks classification deep-learning hmc kronecker-factored-approximation langevin-dynamics local-reparametrization-trick mc-dropout mcmc out-of-distribution-detection pytorch regression reproducible-research sgld uncertainty uncertainty-neural-networks variational-inference
Language:Jupyter Notebook 1815
kumar-shridhar / PyTorch-BayesianCNN
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
convolutional-neural-networks bayesian-network bayesian-convnets bayes-by-backprop pytorch python pytorch-cnn bayesian-neural-networks bayesian-deep-learning bayesian-inference bayesian-statistics image-recognition aleatoric-uncertainties bayes bayesian-networks variational-inference variational-bayes
Language:Python 1419
nitarshan / bayes-by-backprop
PyTorch implementation of "Weight Uncertainty in Neural Networks"
pytorch bayes-by-backprop bayesian-deep-learning bayesian-neural-networks variational-inference
Language:Jupyter Notebook 170
konstantinos-p / Bayesian-Neural-Networks-Reading-List
A primer on Bayesian Neural Networks. The aim of this reading list is to facilitate the entry of new researchers into the field of Bayesian Deep Learning, by providing an overview of key papers. More details: "A Primer on Bayesian Neural Networks: Review and Debates"
approximate-inference bayes-by-backprop bayesian-inference bayesian-neural-networks deep-learning hmc kronecker-factored-approximation langevin-dynamics local-reparametrization-trick mcmc sgld uncertainty uncertainty-neural-networks variational-inference
44
Feuermagier / Beyond_Deep_Ensembles
Code for the paper "Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift"
bayes-by-backprop bayesian-deep-learning bayesian-inference deep-ensembles natural-gradients out-of-distribution pytorch stein-variational-gradient-descent svgd swag wilds
Language:Jupyter Notebook 19
lucadellalib / bdl-rul-svgd
Bayesian deep learning for remaining useful life estimation via Stein variational gradient descent
bayes-by-backprop bayesian-deep-learning bayesian-inference bayesian-neural-networks c-mapss deep-learning machine-learning predictive-maintenance python pytorch remaining-useful-life stein-variational-gradient-descent variational-inference
Language:Python 16
mjpyeon / pytorch-bayes-by-backprop
PyTorch implementation of "Weight Uncertainties in Neural Networks" (Bayes-by-Backprop)
pytorch bayesian-deep-learning bayes-by-backprop deep-learning pytorch-implmention
Language:Python 15
asajatovic / bayesian-deep-learning-text-classification
bayesian-deep-learning text-classification deep-learning nlp pytorch bayes-by-backprop
Language:Jupyter Notebook 10
lucadellalib / bayestorch
Lightweight Bayesian deep learning library for fast prototyping based on PyTorch
bayesian-inference bayesian-neural-networks deep-learning machine-learning python pytorch bayes-by-backprop bayesian-deep-learning markov-chain-monte-carlo uncertainty-quantification variational-inference stein-variational-gradient-descent
Language:Python 10
FedericoVasile1 / bayesian-cnn
Comparison of a network implemented via Variational Inference with the same network implemented via Monte Carlo Dropout
image-recognition convolutional-neural-networks bayesian-inference bayes bayesian-neural-networks bayesian-deep-learning bayes-by-backprop monte-carlo-dropout variational-inference
Language:Jupyter Notebook 2
fangyuan-ksgk / Bayesian-Neural-Network
Pytorch implementation of Bayes by Backprop from scratch.
machine-learning bayesian-neural-networks bayes-by-backprop
Language:Jupyter Notebook 1
gozsoy / bayes-by-backprop
PyTorch implementation of the paper 'Weight Uncertainty in Neural Networks'
bayes-by-backprop bayesian-deep-learning pytorch deep-learning
Language:Jupyter Notebook 0