52 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 21976 ⭐
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 4556 ⭐
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
Stan Dev Stan 1927 ⭐
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 155 ⭐
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
Nansencenter Dapper 149 ⭐
Data Assimilation with Python: a Package for Experimental Research (DAPPER)
Pymc3_vs_pystan 110 ⭐
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 95 ⭐
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
Bayesian Cognitive Modeling In Pymc3 93 ⭐
PyMC3 codes of Lee and Wagenmakers' Bayesian Cognitive Modeling - A Pratical Course
Forneylab.jl 80 ⭐
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Multiagent Rl 53 ⭐
Multiagent reinforcement learning simulation framework - Undergraduate thesis in Mechatronics Engineering at the University of Brasília
Deep Kernel Transfer 58 ⭐
Official pytorch implementation of the paper "Deep Kernel Transfer in Gaussian Processes for Few-shot Learning"
Bayesian Basics 48 ⭐
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
Uncertainty Baselines 68 ⭐
High-quality implementations of standard and SOTA methods on a variety of tasks.
Bayesian Cyclegan 33 ⭐
Bayesian Cycle-Consistent Generative Adversarial Networks via Marginalizing Latent Sampling
Multi_channel_bpr 20 ⭐
Implementation of Bayesian Personalized Ranking (BPR) for Multiple Feedback Channels
Rhat_ess 19 ⭐
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Logdensityproblems.jl 17 ⭐
A common framework for implementing and using log densities for inference.
Histogram Filter For Robot Localization 13 ⭐
A python implementation of robot global localization in any 2 dimensional football field using histogram filter.
Cdl Tutorials 12 ⭐
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 10 ⭐
CRPClustering: An R Package for Bayesian Nonparametric Chinese Restaurant Process Clustering with Entropy
Mbti Personality Classifier 11 ⭐
A model which uses your social media posting predict your MBTI personality type.