65 Open Source Bayesian Methods Software Projects
Free and open source bayesian methods code projects including engines, APIs, generators, and tools.
Probabilistic Programming And Bayesian Methods For Hackers 24056 ⭐
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
Blei Lab Edward 4682 ⭐
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
Stan Dev Stan 2196 ⭐
Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.
Dynamichmc.jl 192 ⭐
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
Pymc3_vs_pystan 121 ⭐
Personal project to compare hierarchical linear regression in PyMC3 and PyStan, as presented at http://pydata.org/london2016/schedule/presentation/30/ video: https://www.youtube.com/watch?v=Jb9eklfbDyg
Loo 116 ⭐
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
Bayesian Cognitive Modeling In Pymc3 95 ⭐
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
Forneylab.jl 106 ⭐
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Multiagent Rl 58 ⭐
Multiagent reinforcement learning simulation framework - Undergraduate thesis in Mechatronics Engineering at the University of Brasília
Deep Kernel Transfer 142 ⭐
Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)
Bayesian Basics 61 ⭐
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
Uncertainty Baselines 782 ⭐
High-quality implementations of standard and SOTA methods on a variety of tasks.
Bayesian Cyclegan 40 ⭐
Bayesian Cycle-Consistent Generative Adversarial Networks via Marginalizing Latent Sampling
Multi_channel_bpr 25 ⭐
Implementation of Bayesian Personalized Ranking (BPR) for Multiple Feedback Channels
Rhat_ess 24 ⭐
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Logdensityproblems.jl 19 ⭐
A common framework for implementing and using log densities for inference.
Histogram Filter For Robot Localization 17 ⭐
A Python implementation of robot global localization in any 2-dimensional football field using histogram filter.
Cdl Tutorials 14 ⭐
Repo containing useful tutorials on different topics, methods, software tools, and packages used by the CDL
M Clark Docs 11 ⭐
Documents that go into methodological detail regarding various statistical procedures.
Crpclustering 12 ⭐
CRPClustering: An R Package for Bayesian Nonparametric Chinese Restaurant Process Clustering with Entropy
Mbti Personality Classifier 25 ⭐
A model which uses your social media posting predict your MBTI personality type.
Eeg Bayesiancnn 20 ⭐
This is an EEG Signals Classification based on Bayesian Convolutional Neural Network (Bayesian CNNs) via Variational Inference.
Wopr 23 ⭐
An R package and Shiny application to provide API access to the WorldPop Open Population Repository (WOPR)
Fuzzy_dempster_shafer 12 ⭐
A fuzzy machine learning algorithm utilizing Dempster-Shafer and Bayesian Theory
Speediedan Covid19 11 ⭐
A set of "real-time" covid19 county-level dashboards w/ national and state choropleths for monitoring localized infection resurgences as distancing, testing and tracing measures evolve.
Sample Efficient Bayesian Rl 11 ⭐
Source for the sample efficient tabular RL submission to the 2019 NIPS workshop on Biological and Artificial RL