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Blitz Bayesian Deep Learning ⭐ 817

A simple and extensible library to create Bayesian Neural Network layers on PyTorch.

Bayesian Torch ⭐ 396

A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

Awesome Bayesian Deep Learning ⭐ 375

A curated list of resources dedicated to bayesian deep learning

Hamiltorch ⭐ 357

PyTorch-based library for Riemannian Manifold Hamiltonian Monte Carlo (RMHMC) and inference in Bayesian neural networks

Pyvarinf ⭐ 300

Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch

Code for the paper "Curiosity-driven Exploration in Deep Reinforcement Learning via Bayesian Neural Networks"

Advancedml ⭐ 293

Reading list for the Advanced Machine Learning Course

Bayesian Neural Network Pytorch ⭐ 241

PyTorch implementation of bayesian neural network.

Bayesian_neural_network_papers ⭐ 218

Papers for Bayesian-NN

Bayesian Neural Network Mnist ⭐ 212

Bayesian neural network using Pyro and PyTorch on MNIST dataset

Master Thesis Bayesiancnn ⭐ 197

Master Thesis on Bayesian Convolutional Neural Network using Variational Inference

Bayesianrecurrentnn ⭐ 196

Implementation of Bayesian Recurrent Neural Networks by Fortunato et. al

Bayesianneuralnetwork ⭐ 172

a repo sharing Bayesian Neural Network recent papers

Probabilistic Backpropagation ⭐ 159

Implementation in C and Theano of the method Probabilistic Backpropagation for scalable Bayesian inference in deep neural networks.

Aboleth ⭐ 125

A bare-bones TensorFlow framework for Bayesian deep learning and Gaussian process approximation

Nn Bayesian Optimization ⭐ 87

We use a modified neural network instead of Gaussian process for Bayesian optimization.

ODE2VAE: Deep generative second order ODEs with Bayesian neural networks

Deterministic Variational Inference ⭐ 85

Sample code for running deterministic variational inference to train Bayesian neural networks

Deepconcolic ⭐ 85

Concolic Testing for Deep Neural Networks

Bayesian dessert for Lasagne

Bayesian neural network package

Uncertainty quantification using Bayesian neural networks in classification

A Tensorflow implementation of "Bayesian Graph Convolutional Neural Networks" (AAAI 2019).

Deep Bayesian Nonparametrics Papers ⭐ 67

The collection of papers about combining deep learning and Bayesian nonparametrics

Bayesianml ⭐ 55

Experiments in Bayesian Machine Learning

Code for "Functional variational Bayesian neural networks" (https://arxiv.org/abs/1903.05779)

Keras_gpyopt ⭐ 51

Using Bayesian Optimization to optimize hyper parameter in Keras-made neural network model.

Bayesian Deep Learning ⭐ 48

Notes and codes of the topic "Bayesian deep learning"

Bayesian Deep Learning Notes ⭐ 47

A list of notes on Bayesian deep learning papers

Probabilistic Federated Neural Matching ⭐ 45

Bayesian Nonparametric Federated Learning of Neural Networks

Horseshoe Bnn ⭐ 40

A Bayesian Neural Network with a horseshoe prior for improved interpretability

Bayesiandefense ⭐ 38

Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network

Interpretable neural spike train models with fully-Bayesian inference algorithms

Bayesian Neural Network in PyTorch

Bayesian Neural Networks

Tensorflow Autoencoders ⭐ 27

Implementations of autoencoder, generative adversarial networks, variational autoencoder and adversarial variational autoencoder

Bayesian Nn Uncertainty ⭐ 23

Classification uncertainty using Bayesian neural networks

Simulatedneuralmoments.jl ⭐ 21

package for Bayesian and classical estimation and inference based on statistics that are filtered through a trained neural net

Neuralecology ⭐ 20

Code for the paper "Neural hierarchical models of ecological populations"

Original PyTorch implementation of Uncertainty-guided Continual Learning with Bayesian Neural Networks, ICLR 2020

Neural_bayesian_personalized_ranking ⭐ 17

Representation Learning and Pairwise Ranking for Implicit Feedback in Top-N Item Recommendation

Variationalautoencoders ⭐ 17

Comparison of Variational Autoencoders with Bayesian Neural Networks. Accuracy, Latent space, Reconstruction and White Noise filtering.

Bayesnas ⭐ 16

Teaching Ncso ⭐ 16

Course in Neural Computation and Self-Organization

Bayesianrnn ⭐ 16

Reproducing the results of the paper "Bayesian Recurrent Neural Networks" by Fortunato et al.

Deep variational inference library for Keras

Pydatalondon2017 ⭐ 14

Bayesian Deep Learning with Edward (and a trick using Dropout)

Bayesianneuralnets ⭐ 13

Bayesian neural networks in PyTorch

Code for "Function Space Particle Optimization for Bayesian Neural Networks"

Prediction Using Bayesian Neural Network ⭐ 13

Prediction of continuous signals data and Web tracking data using dynamic Bayesian neural network. Compared with other network architectures aswell.

Bayesian Ntk ⭐ 13

Code to accompany paper 'Bayesian Deep Ensembles via the Neural Tangent Kernel'

Neural Brane Neural Bayesian Personalized Ranking For Attributed Network Embedding ⭐ 12

Deepstats ⭐ 12

Repository for "Known Unknowns: Uncertainty Quality in Bayesian Neural Networks" paper.

Robustbnns ⭐ 12

Code for paper "Robustness of Bayesian Neural Networks to Gradient-Based Attacks"

実装するリスト

Statisticalguarenteesforbnns ⭐ 10

Repository containing code for getting statistical guarantees on properties of BNNs

Bayesian neural networks using Numpy and Scipy

Contemporary research I am fluent in, stored for future reference

Impartial_text_cls ⭐ 9

Text classifier, based on the BERT and a Bayesian neural network, which can train on small labeled texts and doubt its decision.

Bayesiannn ⭐ 9

Implementing a bayesian neural network in TensorFlow

Bnn_chaos_model ⭐ 8

Model and training code for Bayesian neural network for compact planetary instability

Deep Learning Uncertainty ⭐ 8

My master's thesis project

Automl Resources ⭐ 8

A list of resources, papers, and articles on AutoML, Automatic Hyperparameter Tuning, and Neural Architecture Search.

Bayesian_neural_networks_demo ⭐ 8

A demo of Bayesian neural networks, using SVI and HMC.

Statistical Models With Variational Methods ⭐ 8

Bachelor Thesis - Degree in Computer science and mathematics. University of Granada.

Sgld_online_approximation ⭐ 8

Bayesian Convolutional Neural Networks for Compressed Sensing Restoration

Stochannpy ⭐ 7

StochANNPy (STOCHAstic Artificial Neural Network for PYthon) provides user-friendly routines compatible with Scikit-Learn for stochastic learning.

Bayesocampus ⭐ 7

a sandbox for Bayesian neural decoding

Pku Computational Neuroscience Journal Club ⭐ 7

Computational Neuroscience Journal Club in PKU

Deep_contextual_bandits_reinforcement_learning ⭐ 7

Mcmc_fnn_timeseries ⭐ 6

Bayesian Neural Network for Time Series Prediction

Hs Bnn Public ⭐ 6

An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval

Conducts hierarchical inference of strongly-lensed systems with Bayesian neural networks

Bayesian Learning Of Neural Network Architectures ⭐ 5

N Of 1 Ml ⭐ 5

Bayesian Neural Network ⭐ 5

ベイジアンニューラルネットの実装

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