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29 search results found

Deep universal probabilistic programming with Python and PyTorch

Bayesian Machine Learning ⭐ 1,587

Notebooks about Bayesian methods for machine learning

Pytorch Bayesiancnn ⭐ 1,181

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

Bayes Nn ⭐ 423

Lecture notes on Bayesian deep learning

Bayesian Torch ⭐ 396

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

Pyvarinf ⭐ 300

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

Bayesian Coherent Point Drift (BCPD/BCPD++/GBCPD/GBCPD++)

Master Thesis Bayesiancnn ⭐ 197

Master Thesis on Bayesian Convolutional Neural Network using Variational Inference

Probabilistic Models ⭐ 196

Collection of probabilistic models and inference algorithms

Gpstuff ⭐ 144

GPstuff - Gaussian process models for Bayesian analysis

Icml2015_papers ⭐ 143

Links to ICML 2015 papers available on arxiv

Cmdstanr ⭐ 126

CmdStanR: the R interface to CmdStan

Noisynaturalgradient ⭐ 115

Pytorch Implementation of paper "Noisy Natural Gradient as Variational Inference"

Probai 2019 ⭐ 89

Materials of the Nordic Probabilistic AI School 2019.

Deterministic Variational Inference ⭐ 85

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

Pysvihmm ⭐ 51

Implementation of stochastic variational inference for Bayesian hidden Markov models.

Bayesian Deep Learning Notes ⭐ 47

A list of notes on Bayesian deep learning papers

Code to accompany the paper 'Improving model calibration with accuracy versus uncertainty optimization'.

[MICCAI 2022 Best Paper Finalist] Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi Supervised Segmentation

Bayesianrnn ⭐ 16

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

Tfp Tutorial ⭐ 15

TensorFlow Probability Tutorial

Zhusuan Pytorch ⭐ 14

An Elegant Library for Bayesian Deep Learning in PyTorch

Bayesian Clustering and Imputation of Single Cell Methylomes

Bayesiannn ⭐ 9

Implementing a bayesian neural network in TensorFlow

Bayesian Methods For Machine Learning ⭐ 8

Bayesian Methods for Machine Learning

Statistical Models With Variational Methods ⭐ 8

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

Implementation of Stein Variational Gradient Descent with TensorFlow 2.0

Bayesian Deep Learning ⭐ 5

Pymc Advi Hmc Demo ⭐ 5

Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.

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