probabilistic-programming

There are 35 repositories under probabilistic-programming topic.

bharathgs / Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
awesome awesome-list computer-vision cv data-science deep-learning facebook machine-learning natural-language-processing neural-network nlp nlp-library papers probabilistic-programming python pytorch pytorch-model pytorch-tutorials tutorials utility-library
14926
pyro
pyro-ppl / pyro
Deep universal probabilistic programming with Python and PyTorch
bayesian bayesian-inference deep-learning machine-learning probabilistic-modeling probabilistic-programming python pytorch variational-inference
Language:Python 8348
pymc-devs / pymc
Bayesian Modeling and Probabilistic Programming in Python
python statistical-analysis bayesian-inference mcmc variational-inference probabilistic-programming pytensor
Language:Python 8143
mxgmn / MarkovJunior
Probabilistic language based on pattern matching and constraint propagation, 153 examples
algorithms csharp gamedev language probabilistic-programming procedural-generation voxel markovjunior cellular-automata
Language:C# 6769
probml / pyprobml
Python code for "Probabilistic Machine learning" book by Kevin Murphy
jupyter-notebooks machine-learning colab pml probabilistic-programming jax tensorflow pytorch pymc3 numpyro flax pyro blackjax
Language:Jupyter Notebook 6241
blei-lab / edward
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
bayesian-methods data-science deep-learning machine-learning neural-networks probabilistic-programming statistics tensorflow
Language:Jupyter Notebook 4817
tensorflow / probability
Probabilistic reasoning and statistical analysis in TensorFlow
bayesian-methods data-science deep-learning machine-learning neural-networks probabilistic-programming statistics tensorflow
Language:Jupyter Notebook 4129
thu-ml / zhusuan
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
bayesian-inference probabilistic-programming graphical-models generative-models deep-learning
Language:Python 2197
pyro-ppl / numpyro
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
pyro jax hmc inference-algorithms numpy bayesian-inference probabilistic-programming mcmc
Language:Python 2033
TuringLang / Turing.jl
Bayesian inference with probabilistic programming.
machine-learning probabilistic-programming julia-language artificial-intelligence bayesian-inference hamiltonian-monte-carlo turing bayesian-statistics mcmc hmc probabilistic-graphical-models probabilistic-models probabilistic-inference bayesian-neural-networks
Language:Julia 1963
orbit
uber / orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
arima bayesian bayesian-methods bayesian-statistics changepoint exponential-smoothing forecast forecasting machine-learning orbit probabilistic probabilistic-programming pyro pystan python pytorch regression regression-models stan time-series
Language:Python 1799
probcomp / Gen.jl
A general-purpose probabilistic programming system with programmable inference
bayesian computer-vision deep-learning differentiable-programming gen julia-language machine-learning probabilistic-programming robotics
Language:Julia 1765
xavier-zy / Awesome-pytorch-list-CNVersion
Awesome-pytorch-list 翻译工作进行中......
pytorch python machine-learning deep-learning tutorials papers pytorch-tutorials data-sicence nlp nlp-library cv computer-vision facebook probabilistic-programming utility-library neural-network pytorch-models awsome-pytorch-list cnversion
Language:Jupyter Notebook 1699
tylertreat / BoomFilters
Probabilistic data structures for processing continuous, unbounded streams.
bloom-filter count-min-sketch counting-bloom-filters cuckoo-filter data-stream filter go probabilistic-programming scalable-bloom-filters stable-bloom-filters
Language:Go 1579
google / uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
bayesian-methods data-science deep-learning machine-learning neural-networks probabilistic-programming statistics tensorflow
Language:Python 1357
stan-dev / pystan2
PyStan, the Python interface to Stan
machine-learning probabilistic-programming python stan statistics
Language:Python 918
probcomp / bayeslite
BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
probabilistic-programming automatic-data-modeling data-science machine-learning databases
Language:Python 914
brylevkirill / notes
Learn about Machine Learning and Artificial Intelligence
artificial-intelligence machine-learning deep-learning reinforcement-learning bayesian-inference probabilistic-programming knowledge-representation reasoning causal-inference knowledge-graph question-answering natural-language-processing information-retrieval recommender-systems
902
CosmicMind / Algorithm
Algorithm is a library of tools that is used to create intelligent applications.
algorithm algorithms data-structures data-structure data-structures-algorithms probability probabilistic-programming set multiset dictionary multidictionary conditional-probability redblacktree redblacktrees swift swift-3 cosmicmind sorted-sets doublylinkedlist stack
Language:Swift 829
blackjax-devs / blackjax
BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.
bayesian-inference hamiltonian-monte-carlo probabilistic-programming sampling-methods
Language:Python 707
JWarmenhoven / DBDA-python
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
bayesian-data-analysis bayesian-inference pymc3 mcmc hierarchical-models kruschke probabilistic-programming
Language:Jupyter Notebook 665
google / edward2
A simple probabilistic programming language.
bayesian-methods data-science deep-learning machine-learning neural-networks probabilistic-programming statistics tensorflow
Language:Jupyter Notebook 663
probmods / webppl
Probabilistic programming for the web
javascript probabilistic-programming webppl
Language:JavaScript 606
mindsdb / lightwood
Lightwood is Legos for Machine Learning.
automl encoders hacktoberfest machine-learning mindsdb ml neural-networks probabilistic-programming pytorch
Language:Python 420
cscherrer / Soss.jl
Probabilistic programming via source rewriting
julia julia-language julia-library probabilistic-programming bayesian-inference bayesian-statistics metaprogramming
Language:Julia 409
GPJax
JaxGaussianProcesses / GPJax
Gaussian processes in JAX.
bayesian-inference gaussian-processes jax machine-learning probabilistic-programming
Language:Python 383
JuliaMath / MeasureTheory.jl
"Distributions" that might not add to one.
julia probabilistic-programming bayesian-inference probability statistics machine-learning
Language:Julia 382
JuliaGaussianProcesses / Stheno.jl
Probabilistic Programming with Gaussian processes in Julia
bayesian-inference probabilistic-programming approximate-inference gaussian-processes machine-learning
Language:Julia 332
rlouf / mcx
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
probabilistic-programming
Language:Python 325
storopoli / Bayesian-Statistics
This repository holds slides and code for a full Bayesian statistics graduate course.
bayesian bayesian-statistics course julia probabilistic-programming probability stan turing
Language:Typst 323
hakaru-dev / hakaru
A probabilistic programming language
haskell maple machine-learning bayesian-statistics probabilistic-programming
Language:Haskell 307
ML-KULeuven / problog
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
problog prolog aproblog dtproblog probabilistic probabilistic-inference probabilistic-programming probabilistic-logic-programming lfi-problog
Language:Python 293
probmods / probmods2
probmods 2: electric boogaloo
probabilistic-programming tutorial webppl cognitive-science
Language:JavaScript 290
dotnet / mbmlbook
Sample code for the Model-Based Machine Learning book.
machine-learning probabilistic-graphical-models probabilistic-models probabilistic-programming
Language:C# 278
ctongfei / nexus
Experimental tensor-typed deep learning
deep-learning differentiable-programming neural-network probabilistic-programming scala tensor
Language:Scala 255
hexops / fastfilter
fastfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)
xor-filter bloom-filter zig ziglang probabilistic-programming
Language:Zig 238