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190 search results found

Awesome Pytorch List ⭐ 14,715

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

Deep universal probabilistic programming with Python and PyTorch

Bayesian Modeling and Probabilistic Programming in Python

Pyprobml ⭐ 6,066

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Markovjunior ⭐ 5,951

Probabilistic language based on pattern matching and constraint propagation, 153 examples

Edward ⭐ 4,503

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Probability ⭐ 4,028

Probabilistic reasoning and statistical analysis in TensorFlow

Zhusuan ⭐ 2,139

A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

Numpyro ⭐ 1,966

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Turing.jl ⭐ 1,925

Bayesian inference with probabilistic programming.

Orbit ⭐ 1,776

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Gen.jl ⭐ 1,758

A general-purpose probabilistic programming system with programmable inference

Awesome Pytorch List Cnversion ⭐ 1,426

Awesome-pytorch-list 翻译工作进行中......

Boomfilters ⭐ 1,348

Probabilistic data structures for processing continuous, unbounded streams.

Uncertainty Baselines ⭐ 1,324

High-quality implementations of standard and SOTA methods on a variety of tasks.

Pystan2 ⭐ 911

PyStan, the Python interface to Stan

Bayeslite ⭐ 828

BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

Algorithm ⭐ 763

Algorithm is a library of tools that is used to create intelligent applications.

Edward2 ⭐ 656

A simple probabilistic programming language.

Blackjax ⭐ 636

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

Dbda Python ⭐ 543

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

Probabilistic programming for the web

Soss.jl ⭐ 401

Probabilistic programming via source rewriting

Lightwood ⭐ 394

Lightwood is Legos for Machine Learning.

Monad Bayes ⭐ 389

A library for probabilistic programming in Haskell.

Measuretheory.jl ⭐ 377

"Distributions" that might not add to one.

A probabilistic programming system for simulators and high-performance computing (HPC), based on PyTorch

Gaussian processes in JAX.

Stheno.jl ⭐ 327

Probabilistic Programming with Gaussian processes in Julia

Bayesian Statistics ⭐ 310

This repository holds slides and code for a full Bayesian statistics graduate course.

Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

A probabilistic programming language

Probmods2 ⭐ 276

probmods 2: electric boogaloo

Problog ⭐ 251

ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.

Experimental typed deep learning

Fastfilter ⭐ 227

fastfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)

Functional tensors for probabilistic programming

Turingtutorials ⭐ 222

Educational material and tutorials for the Turing language

Abstractgps.jl ⭐ 200

Abstract types and methods for Gaussian Processes.

Mbmlbook ⭐ 183

Sample code for the Model-Based Machine Learning book.

A domain-specific probabilistic programming language for scalable Bayesian data cleaning

Oryx is a library for probabilistic programming and deep learning built on top of Jax.

Metaprob ⭐ 162

An embedded language for probabilistic programming and meta-programming.

The Design and Implementation of Probabilistic Programming Languages

The base NIMBLE package for R

Inferpy ⭐ 141

InferPy: Deep Probabilistic Modeling with Tensorflow Made Easy

Dynamicppl.jl ⭐ 136

Implementation of domain-specific language (DSL) for dynamic probabilistic programming

Forneylab.jl ⭐ 134

Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.

Bayesloop ⭐ 127

Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.

Ppl Intro ⭐ 122

probabilistic programming for PL folks

Diffeqbayes.jl ⭐ 119

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

BOPP: Bayesian Optimization for Probabilistic Programs

Forestdb.org ⭐ 109

A repository for generative models

Probabilistic Programming and Statistical Inference in PyTorch

Pyprobables ⭐ 104

Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.

Recsim_ng ⭐ 93

RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems

Mxfusion ⭐ 93

Modular Probabilistic Programming on MXNet

Probai 2019 ⭐ 89

Materials of the Nordic Probabilistic AI School 2019.

Bayes Toolbox ⭐ 88

Pymc Example Project ⭐ 87

Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

Reactivemp.jl ⭐ 85

High-performance reactive message-passing based Bayesian inference engine

Zigzagboomerang.jl ⭐ 83

Sleek implementations of the ZigZag, Boomerang and other assorted piecewise deterministic Markov processes for Markov Chain Monte Carlo including Sticky PDMPs for variable selection

A Python library for integrating model-based and judgmental forecasting

C++ Bloom Filter Library

Pathfinder.jl ⭐ 72

Preheat your MCMC

LoMRF is an open-source implementation of Markov Logic Networks

Tilde.jl ⭐ 69

WIP successor to Soss.jl

Probai 2021 ⭐ 69

Materials of the Nordic Probabilistic AI School 2021.

R_actuarial ⭐ 67

El objetivo de este repositorio es brindar un apoyo a la comunidad interesada en mejorar sus técnicas en el lenguaje de programación R o emprenderlo desde un punto de vista muy aplicado. Un repositorio con códigos de R para aplicaciones actuariales: probabilidad, estadística, riesgo y finanzas.

Monadic effects and equational reasonig in Coq

🚀 A library designed to facilitate work with probability, statistics and stochastic calculus

Notebooks ⭐ 65

Programming Exercises

cplint is a suite of programs for reasoning with probabilistic logic programs

Probabilistic Deep Learning With Tensorflow ⭐ 56

Probabilistic Deep Learning finds its application in autonomous vehicles and medical diagnoses. This is an increasingly important area of deep learning that aims to quantify the noise and uncertainty that is often present in real-world datasets.

Diffusive Nested Sampling

Probabilistic programming system for fast and exact symbolic probabilistic inference

Diff Sat ⭐ 56

Probabilistic Answer Set Programming and Probabilistic SAT solving, based on Differentiable Satisfiability

Agentmodels.org ⭐ 55

Modeling agents with probabilistic programs

Pyautofit ⭐ 54

PyAutoFit: Classy Probabilistic Programming

Conjugate_prior ⭐ 51

Implementation of the conjugate prior table for Bayesian Statistics

Gaussian Process Model Building Interface

An_intro_to_probabilistic_programming ⭐ 44

This is the code for the "An intro to probabilistic programming with Uber's Pyro" by Siraj Raval on Youtube

All That Likelihood With Pymc3 ⭐ 43

A web interface for exploring PyMC3 traces

Probai 2021 Pyro ⭐ 42

Repo for the Tutorials of Day1-Day3 of the Nordic Probabilistic AI School 2021 (https://probabilistic.ai/)

Bayesian Bandit.js ⭐ 42

Bayesian bandit implementation for Node and the browser.

causact: R package to accelerate computational Bayesian inference workflows in R through interactive visualization of models and their output.

Probzelus ⭐ 42

ProbZelus is a library to extends the synchronous programming language Zelus with probabilistic programming.

Invariant representation learning from imaging and spectral data

Symbolic Pymc ⭐ 40

Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.

Jaynes.jl ⭐ 39

E.T. Jaynes home phone.

Tablespoon ⭐ 38

🥄✨Time-series Benchmark methods that are Simple and Probabilistic

Probabilistic Programming

Flowtorch Old ⭐ 36

Separating Normalizing Flows code from Pyro and improving API

Probabilistic programming with HuggingFace language models

Pymc3_oslo ⭐ 34

Probabilistic programming in Python workshop at Oslo universitetssykehus HF

Probabilistic programming in Scala

Schrodinger ⭐ 33

Give your cats a set of dice

A machine learning library for spacecraft collision avoidance

Slicstan ⭐ 31

A Stan-like probabilistic programming language.

1-100 of 190 search results

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