probabilistic-programming

There are 41 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.
pytorch python machine-learning deep-learning tutorials papers awesome awesome-list pytorch-tutorials data-science nlp nlp-library cv computer-vision natural-language-processing facebook probabilistic-programming utility-library neural-network pytorch-model
16230
pymc-devs / pymc
Bayesian Modeling and Probabilistic Programming in Python
bayesian-inference mcmc probabilistic-programming pytensor python statistical-analysis variational-inference
Language:Python 9345
pyro
pyro-ppl / pyro
Deep universal probabilistic programming with Python and PyTorch
python pytorch machine-learning bayesian probabilistic-programming bayesian-inference variational-inference probabilistic-modeling deep-learning
Language:Python 8901
mxgmn / MarkovJunior
Probabilistic language based on pattern matching and constraint propagation, 153 examples
algorithms cellular-automata csharp gamedev language markovjunior probabilistic-programming procedural-generation voxel
Language:C# 7937
probml / pyprobml
Python code for "Probabilistic Machine learning" book by Kevin Murphy
blackjax colab flax jax jupyter-notebooks machine-learning numpyro pml probabilistic-programming pymc3 pyro pytorch tensorflow
Language:Jupyter Notebook 6938
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 4840
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 4391
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 2547
thu-ml / zhusuan
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
bayesian-inference deep-learning generative-models graphical-models probabilistic-programming
Language:Python 2224
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 hacktoberfest
Language:Julia 2181
orbit
uber / orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
python forecasting bayesian exponential-smoothing pyro stan pystan probabilistic-programming probabilistic forecast orbit time-series regression arima changepoint bayesian-methods bayesian-statistics machine-learning regression-models pytorch
Language:Python 2012
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 1825
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 1785
ExtensityAI / symbolicai
A neurosymbolic perspective on LLMs
large-language-models neurosymbolic-ai probabilistic-programming
Language:Python 1629
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 1625
google / uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
bayesian-methods deep-learning machine-learning data-science tensorflow neural-networks statistics probabilistic-programming
Language:Python 1545
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 967
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 938
stan-dev / pystan2
PyStan, the Python interface to Stan
python stan statistics machine-learning probabilistic-programming
Language:Python 927
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
921
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 831
google / edward2
A simple probabilistic programming language.
bayesian-methods deep-learning machine-learning data-science tensorflow neural-networks statistics probabilistic-programming
Language:Jupyter Notebook 698
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 689
probmods / webppl
Probabilistic programming for the web
javascript webppl probabilistic-programming
Language:JavaScript 633
GPJax
JaxGaussianProcesses / GPJax
Gaussian processes in JAX and Flax.
gaussian-processes jax probabilistic-programming bayesian-inference machine-learning
Language:Python 539
mindsdb / lightwood
Lightwood is Legos for Machine Learning.
automl encoders hacktoberfest machine-learning mindsdb ml neural-networks probabilistic-programming pytorch
Language:Python 492
cscherrer / Soss.jl
Probabilistic programming via source rewriting
bayesian-inference bayesian-statistics julia julia-language julia-library metaprogramming probabilistic-programming
Language:Julia 422
JuliaMath / MeasureTheory.jl
"Distributions" that might not add to one.
bayesian-inference julia machine-learning probabilistic-programming probability statistics
Language:Julia 398
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 379
ReactiveBayes / RxInfer.jl
Julia package for automated Bayesian inference on a factor graph with reactive message passing
bayesian-inference inference-engine julia-language machine-learning message-passing probabilistic-programming variational-inference
Language:Jupyter Notebook 371
storopoli / Bayesian-Statistics
Bayesian statistics graduate course
bayesian bayesian-statistics course julia probabilistic-programming probability stan turing
Language:Typst 359
JuliaGaussianProcesses / Stheno.jl
Probabilistic Programming with Gaussian processes in Julia
bayesian-inference probabilistic-programming approximate-inference gaussian-processes machine-learning
Language:Julia 345
rlouf / mcx
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
probabilistic-programming
Language:Python 330
hakaru-dev / hakaru
A probabilistic programming language
haskell maple machine-learning bayesian-statistics probabilistic-programming
Language:Haskell 321
probmods / probmods2
probmods 2: electric boogaloo
cognitive-science probabilistic-programming tutorial webppl
Language:JavaScript 313
dotnet / mbmlbook
Sample code for the Model-Based Machine Learning book.
machine-learning probabilistic-graphical-models probabilistic-models probabilistic-programming
Language:C# 295