edward2
Probabilistic modeling language
A tool for writing probabilistic models and manipulating their computation
A simple probabilistic programming language.
679 stars
18 watching
75 forks
Language: Jupyter Notebook
last commit: 29 days ago bayesian-methodsdata-sciencedeep-learningmachine-learningneural-networksprobabilistic-programmingstatisticstensorflow
Related projects:
Repository | Description | Stars |
---|---|---|
thepaw/probab | A tool for generating and manipulating probabilistic models in code. | 20 |
pgm-lab/inferpy | A high-level API for probabilistic modeling with a focus on ease of use and scalability | 147 |
rlouf/mcx | Tools and methods for Bayesian deep learning using probabilistic programming. | 325 |
charles-river-analytics/figaro | An open-source probabilistic programming language and its core libraries for building complex probabilistic models | 757 |
hakaru-dev/hakaru | A language for specifying and transforming probabilistic models and inference algorithms in Haskell. | 311 |
locuslab/e2e-model-learning | Develops an approach to learning probabilistic models in stochastic optimization problems | 200 |
juliastats/pgm.jl | A Julia framework for building and analyzing probabilistic graphical models. | 52 |
probprog/pyprob | A probabilistic programming system for simulators and high-performance computing based on PyTorch | 27 |
camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers | An introduction to Bayesian methods and probabilistic programming for software developers | 26,820 |
probtorch/probtorch | A deep learning framework for probabilistic models that extends PyTorch with support for reparameterized distributions and Monte Carlo estimators. | 887 |
sheffieldml/deepgp | Software implementing probabilistic models for uncertainty estimation in data analysis | 90 |
joashc/csharp-probability-monad | A monadic probabilistic programming framework for Bayesian modelling and inference in C#. | 96 |
sisl/smile.jl | A Julia interface to Smile's C++ reasoning engine for probabilistic graphical models | 2 |
probcomp/bayeslite | A database system that allows querying probabilistic implications of data using Bayesian inference. | 923 |
pyro-ppl/numpyro | A probabilistic programming library that provides a NumPy backend for automatic differentiation and JIT compilation to GPU/TPU/CPU. | 2,290 |