probabilistic-inference

There are 2 repositories under probabilistic-inference topic.

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
Language:Julia 1963
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 294
ProbabilisticCircuits.jl
Tractables / ProbabilisticCircuits.jl
Probabilistic Circuits from the Juice library
julia probabilistic-circuits probabilistic-inference probabilistic-reasoning tractable-models
Language:Julia 101
probsys / sppl
Probabilistic programming system for fast and exact symbolic inference
probabilistic-programming sum-product-networks pldi probabilistic-inference programming-languages
Language:Python 74
cambridge-mlg / DUN
Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
bayesian-inference variational-inference bayesian-neural-networks bayesian-deep-learning reproducible-research reproducible-paper network-depths uncertainty robustness neural-architecture-search machine-learning deep-learning neural-networks uncertainty-neural-networks uncertainty-quantification expectation-maximization probabilistic-inference probabilistic-neural-network learnt-depth pytorch
Language:Jupyter Notebook 71
gtrll / piper
factor-graphs gpmp2 motion-planning probabilistic-inference robotics ros steap trajectory-estimation
Language:C++ 60
nsg-ethz / netdice
A scalable and accurate probabilistic network configuration analyzer verifying network properties in the face of random failures.
network-analysis networks networking probabilistic-inference probabilistic-modeling verification
Language:Python 30
francescoalemanno / KissABC.jl
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
bayesian-inference approximate-bayesian-computation statistical-inference probabilistic-inference bayesian-data-analysis kissabc julia-language
Language:Julia 29
jarridrb / DEM
Code for the paper Iterated Denoising Energy Matching for Sampling from Boltzmann Densities.
generative-modeling probabilistic-inference
Language:Python 22
aGrUM
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 influence-diagram markov-network probabilistic-graphical-models credal-network causal-inference causal-models causality probabilistic-inference probabilistic-classifiers python3 cpp20 parallel-algorithm artificial-intelligence explainable-ai python structural-learning xai machine-learning-algorithms statistical-learning
Language:Jupyter Notebook 21
vsimkus / pmr2024-hmm
An official repository for tutorials of Probabilistic Modelling and Reasoning (2023/2024) - a University of Edinburgh master's course.
hmm hmm-viterbi-algorithm hmm-model nlp hidden-markov-models probabilistic-models probabilistic-inference
Language:Jupyter Notebook 20
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 package, (3) Genetic algorithm with local search, and (4) Pymoo package to find optimum design parameters and minimum energy consumption.
bayesian-optimization building-energy hvac machine-learning-algorithms sobol-indices xgboost-regression cross-validation latin-hypercube-sampling ipopt pyomo nonlinear-optimization gurobi-solver genetic-optimization-algorithm probabilistic-inference stochastic-optimization multivariate-regression multi-objective-optimization nsga-ii pymoo deterministic
Language:Jupyter Notebook 19
martinferianc / ComBiNet
ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation
bayesian-neural-networks image-segmentation probabilistic-inference
Language:Python 17
AndyShih12 / LongHorizonTemperatureScaling
PyTorch implementation for "Long Horizon Temperature Scaling", ICML 2023
autoregressive-models calibration language-model probabilistic-inference temperature-scaling
Language:Python 16
GT-RAIL / clamp
Combined Learning from Demonstration and Motion Planning
learning-from-demonstration trajectory-optimization factor-graphs manipulation robot-learning probabilistic-inference
Language:MATLAB 10
linesd / PILCO-disentangling-uncertainty
Disentangling Sources of Uncertainty for Active Exploration (Reinforcement Learning)
pilco reinforcement-learning reinforcement-learning-algorithms machine-learning gaussian-processes dynamical-systems probabilistic-inference learning-control control-systems control monte-carlo-samples uncertainty disentangling-sources pendulum cart-pole cart-double-pendulum
Language:MATLAB 8
vsimkus / pmr2024-vae
An official repository for a VAE tutorial of Probabilistic Modelling and Reasoning (2023/2024) - a University of Edinburgh master's course.
probabilistic-models probabilistic-inference vae vae-implementation variational-inference variational-autoencoder gradient-estimation
Language:Jupyter Notebook 8
allenlsj / physics_world_rl
Implementation of CogSci 2019 paper 'Active physical learning via reinforcement learning'
reinforcement-learning active-learning physical-simulation probabilistic-inference
Language:Python 7
mbanf / METACLUSTER
R package for context-specific functionality analysis of metabolic gene clusters
metabolic-gene-clusters gene-expression probabilistic-inference
Language:R 5
MrVPlusOne / STEADY
Simultaneous State Estimation and Dynamics Learning from Indirect Observations.
stochastic-dynamics machine-learning probabilistic-inference expectation-maximization-algorithm particle-filters
Language:Julia 3
abhikr360 / Small-Variance-Asymptotics
Small Variance Asymptotics in Non Parametric Bayesian Clustering
machine-learning bayesian-cluster-analysis non-parametric-inference non-parametric probabilistic-inference
Language:C++ 2
Noob-can-Compile / Moms-Spaghetti
Stash of some of the most potent research papers, blogs and videos on AI which I liked.
ai ai-ethics causal-inference causality computer-vision deep-learning differential-geometry fairness interpretability interpretable-machine-learning machine-learning privacy-preserving-machine-learning probabilistic-inference probabilistic-methods research-paper robustness self-driving-cars trustworthy-ai uncertainty-estimation uncertainty-quantification
2
VincentDerk / ACircuitMiner
An Arithmetic Circuit Miner
pattern-mining arithmetic-circuit probabilistic-inference
Language:Java 2
vsimkus / pmr2024-pgm-demo
An official repository for a PGM demo of Probabilistic Modelling and Reasoning (2023/2024) - a University of Edinburgh master's course.
graphical-models probabilistic-graphical-models probability probabilistic-inference teaching
Language:Jupyter Notebook 2
aidanscannell / ModeOpt
Mode remaining active learning for multimodal dynamical systems in TensorFlow/GPflow.
active-learning gaussian-processes probabilistic-inference trajectory-optimization
Language:Python 1
shreyas-kowshik / ILStrudel.jl
Code for the paper "ILStrudel : Independence Based Learning of Structured-Decomposable Probabilistic Circuit Ensembles" accepted at the TPM Workshop, UAI'21
tractable-models probabilistic-inference ensemble-learning
Language:Julia 1
sidroopdaska / SignLanguageRecogniser
hidden-markov-model probabilistic-graphical-models probabilistic-inference sign-language-recognition-system sign-language-recognizer model-selection statistical-models
1
tristndev / ComPI
A Benchmarking Suite for Probabilistic Inference Frameworks 📊🔍 Developed at IFIS, University of Lübeck
probabilistic-inference benchmarking lifted-inference statistical-relational-ai
Language:Java 1
exbibyte / coursework_prob_learning
archived content from probabilistic learning course
probabilistic-inference vae
Language:TeX 0
kccqzy / probabilistic-program-inference
A Simple Probabilistic Program Inference Tool Supporting Loops
probabilistic-programming probabilistic-inference
Language:Haskell 0
WilliamBidle / Minesweeper-AI
Built an AI that utilized reinforcement learning to both generate and play the classic minesweeper game
agent artificial-intelligence probabilistic-inference
Language:Jupyter Notebook 0

probabilistic-inference

TuringLang / Turing.jl

ML-KULeuven / problog

Tractables / ProbabilisticCircuits.jl

probsys / sppl

cambridge-mlg / DUN

gtrll / piper

nsg-ethz / netdice

francescoalemanno / KissABC.jl

jarridrb / DEM

agrumery / aGrUM

vsimkus / pmr2024-hmm

tstran155 / Optimization-of-building-energy-consumption

martinferianc / ComBiNet

AndyShih12 / LongHorizonTemperatureScaling

GT-RAIL / clamp

linesd / PILCO-disentangling-uncertainty

vsimkus / pmr2024-vae

allenlsj / physics_world_rl

mbanf / METACLUSTER

MrVPlusOne / STEADY

abhikr360 / Small-Variance-Asymptotics

Noob-can-Compile / Moms-Spaghetti

VincentDerk / ACircuitMiner

vsimkus / pmr2024-pgm-demo

aidanscannell / ModeOpt

shreyas-kowshik / ILStrudel.jl

sidroopdaska / SignLanguageRecogniser

tristndev / ComPI

exbibyte / coursework_prob_learning

kccqzy / probabilistic-program-inference

WilliamBidle / Minesweeper-AI