probabilistic-inference · GitHub Topics

Python Library for Causal and Probabilistic Modeling using Bayesian Networks

Python bayesian-networks causal-inference causal-discovery causal-identification causal-models probabilistic-inference mixed-data synthetic-data causal-validation Simulation

Python 2.98 k

6 天前

TuringLang / Turing.jl

#计算机科学#Bayesian inference with probabilistic programming.

机器学习 probabilistic-programming Julia 语言人工智能 bayesian-inference bayesian-statistics mcmc hmc probabilistic-models probabilistic-inference Hacktoberfest

Julia 2.13 k

2 天前

ML-KULeuven / problog

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

prolog probabilistic probabilistic-inference probabilistic-programming

Python 345

3 个月前

Tractables / ProbabilisticCircuits.jl

Probabilistic Circuits from the Juice library

probabilistic-inference Julia 语言

Julia 106

1 年前

april-tools / cirkit

a python framework to build, learn and reason about probabilistic circuits and tensor networks

probabilistic-inference

Python 104

2 个月前

probsys / sppl

Probabilistic programming system for fast and exact symbolic inference

probabilistic-programming probabilistic-inference 编程语言

Python 80

1 年前

cambridge-mlg / DUN

#计算机科学#Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

bayesian-inference variational-inference reproducible-research uncertainty robustness neural-architecture-search 机器学习深度学习 neural-networks uncertainty-quantification probabilistic-inference PyTorch

Jupyter Notebook 76

2 年前

gtrll / piper

ros probabilistic-inference Robotics motion-planning

C++ 63

4 年前

jarridrb / DEM

Code for the paper Iterated Denoising Energy Matching for Sampling from Boltzmann Densities.

probabilistic-inference

Python 55

2 个月前

agrumery / aGrUM

This repository is a mirror. If you want to raise an issue or contact us, we encourage you to do it on Gitlab (https://gitlab.com/agrumery/aGrUM).

bayesian-network causal-inference causal-models causality probabilistic-inference Python C++parallel-algorithm 人工智能 explainable-ai xai 机器学习 statistical-learning

Jupyter Notebook 42

3 天前

nsg-ethz / netdice

A scalable and accurate probabilistic network configuration analyzer verifying network properties in the face of random failures.

network-analysis networks Network probabilistic-inference verification

Python 33

4 年前

francescoalemanno / KissABC.jl

Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation

bayesian-inference statistical-inference probabilistic-inference Julia 语言

Julia 29

2 年前

tstran155 / Optimization-of-building-energy-consumption

This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo packag...

bayesian-optimization hvac 机器学习 cross-validation ipopt nonlinear-optimization probabilistic-inference stochastic-optimization multi-objective-optimization deterministic

Jupyter Notebook 27

2 年前

abenechehab / AdaPTS

[ICML 2025] Official implementation of "AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting"

foundation-models probabilistic-inference

Jupyter Notebook 26

6 天前

vsimkus / pmr2024-hmm

#自然语言处理#An official repository for tutorials of Probabilistic Modelling and Reasoning (2023/2024) - a University of Edinburgh master's course.

hmm hmm-viterbi-algorithm 自然语言处理 hidden-markov-models probabilistic-models probabilistic-inference

Jupyter Notebook 23

1 年前

AndyShih12 / LongHorizonTemperatureScaling

PyTorch implementation for "Long Horizon Temperature Scaling", ICML 2023

autoregressive-models calibration language-model probabilistic-inference

Python 20

2 年前

martinferianc / ComBiNet

ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation

image-segmentation probabilistic-inference

Python 18

2 年前

kodejuice / arithmetic-compressor

Arithmetic coding library with statistical models like PPM and Context mixing (demonstrating core principles of probabilistic inference, ensemble learning in AI)

compression encoding-library information-theory 神经网络人工智能 ensemble-learning probabilistic-inference

Python 17

2 年前