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45 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

Pyprobml ⭐ 6,066

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

Edward ⭐ 4,503

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

Probability ⭐ 4,028

Probabilistic reasoning and statistical analysis in TensorFlow

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......

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.

Edward2 ⭐ 656

A simple probabilistic programming language.

Lightwood ⭐ 394

Lightwood is Legos for Machine Learning.

Measuretheory.jl ⭐ 377

"Distributions" that might not add to one.

Gaussian processes in JAX.

Stheno.jl ⭐ 327

Probabilistic Programming with Gaussian processes in Julia

A probabilistic programming language

Functional tensors for probabilistic programming

Turingtutorials ⭐ 222

Educational material and tutorials for the Turing language

Mbmlbook ⭐ 183

Sample code for the Model-Based Machine Learning book.

Metaprob ⭐ 162

An embedded language for probabilistic programming and meta-programming.

Forneylab.jl ⭐ 134

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

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

Mxfusion ⭐ 93

Modular Probabilistic Programming on MXNet

Pymc Example Project ⭐ 87

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

LoMRF is an open-source implementation of Markov Logic Networks

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.

Probabilistic programming system for fast and exact symbolic probabilistic inference

Probai 2021 Pyro ⭐ 42

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

A machine learning library for spacecraft collision avoidance

A probabilistic programming framework

Variational Inference in Gaussian Mixture Model

Library of composable generative population models which serve as the modeling and inference backend of BayesDB.

Blangsdk ⭐ 22

Blang's software development kit

Statistical Machine Learning ⭐ 16

Probabilistic Machine Learning course lab @UNITS

Orgainzed Digital Intelligent Network (O.D.I.N)

Zhusuan Jittor ⭐ 13

Zhusuan with backend Jittor

A general-purpose probabilistic programming system with programmable inference.

A package for making MuE observation models in Edward2.

mirror of Infergo repository

A Python library for efficient feature ranking and selection on sparse data sets.

Zhusuan Paddlepaddle ⭐ 8

Zhusuan with backend PaddlePaddle

Pymc Advi Hmc Demo ⭐ 5

Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.

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