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42 search results found

Bayesian Machine Learning ⭐ 1,587

Notebooks about Bayesian methods for machine learning

A lightweight framework for Gaussian processes and Bayesian optimization of black-box functions (C++11)

Bayesian Optimization ⭐ 218

Python code for bayesian optimization using Gaussian processes

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

Bayesian Reinforcement Learning in Tensorflow

Understandingbdl ⭐ 174

Cornell Moe ⭐ 165

A Python library for the state-of-the-art Bayesian optimization algorithms, with the core implemented in C++.

Gpstuff ⭐ 144

GPstuff - Gaussian process models for Bayesian analysis

Miscellaneous R Code ⭐ 140

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. Now almost entirely superseded by the models-by-example repo.

Aboleth ⭐ 125

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

Learning-aided 3D mapping

Safeopt ⭐ 108

Safe Bayesian Optimization

Bayesian_benchmarks ⭐ 85

A community repository for benchmarking Bayesian methods

Bayesianoptimization.jl ⭐ 84

Bayesian optimization for Julia

Rbayesianoptimization ⭐ 75

Bayesian Optimization of Hyperparameters

Hyper Engine ⭐ 69

Python library for Bayesian hyper-parameters optimization

Deep Bayesian Nonparametrics Papers ⭐ 67

The collection of papers about combining deep learning and Bayesian nonparametrics

Bayesianml ⭐ 55

Experiments in Bayesian Machine Learning

A library of scalable Bayesian generalised linear models with fancy features

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

Gaussian processes and Bayesian optimization for images and hyperspectral data

Gp Cake Project ⭐ 50

Bayesian Effective Connectivity

Approxposterior ⭐ 38

A Python package for approximate Bayesian inference and optimization using Gaussian processes

Bayesian Optimization ⭐ 31

Reference implementation of Optimistic Expected Improvement.

Max Value Entropy Search ⭐ 27

Max-value Entropy Search for Efficient Bayesian Optimization

Go Bayesopt ⭐ 25

A library for doing Bayesian Optimization using Gaussian Processes (blackbox optimizer) in Go/Golang.

Python package for Preference Learning with Gaussian Processes.

Variationalautoencoders ⭐ 17

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

Awesome Gaussian Processes ⭐ 15

A curated list of resources for learning Gaussian Processes

Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances

constrained/unconstrained multi-objective bayesian optimization package.

Exoplanet detection in RVs with DNest4 and GPs

Knownoptimum_bo ⭐ 11

Release code for ICML2020 Knowing The What But Not The Where in Bayesian Optimization

Mini Bayesian Optimization package for ACML2020 Tutorial on Bayesian Optimization

🎶 A collection of études on probabilistic models.

Deep Bayesian Quadrature Policy Optimization ⭐ 9

Official implementation of the AAAI 2021 paper Deep Bayesian Quadrature Policy Optimization.

Bayesian Methods For Machine Learning ⭐ 8

Bayesian Methods for Machine Learning

Prot Bo 0 ⭐ 8

💊 Guiding directed protein evolution with Bayesian Optimization 💊

Ssmtoybox ⭐ 7

Nonlinear Sigma-Point Kalman Filters based on Bayesian Quadrature

Bayesian_smoothing_eyemovement ⭐ 6

Repository of my talk for Bayes@Lund 2017

Winterconfhemavan2019 ⭐ 6

Material for my 'Bayesian Machine Learning' lectures at the Winter Conference in Statistics, Hemavan, Sweden, March 11-14, 2019.

Gaussianprocesses ⭐ 5

Modern Gaussian Processes: Scalable Inference and Novel Applications

Gaussian Process tiny explorer

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