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GitHub topics: bayesian-inference

tpapp/LogDensityProblems.jl

A common framework for implementing and using log densities for inference.

Language: Julia - Size: 1.18 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 41 - Forks: 9

m-clark/bayesian-basics

:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.

Language: Stan - Size: 93 MB - Last synced at: about 1 hour ago - Pushed at: over 3 years ago - Stars: 85 - Forks: 26

danheck/metaBMA

Bayesian Model Averaging for Random and Fixed Effects Meta-Analysis

Language: R - Size: 9.93 MB - Last synced at: about 8 hours ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 2

AnotherSamWilson/ParBayesianOptimization

Parallelizable Bayesian Optimization in R

Language: R - Size: 2.6 MB - Last synced at: 24 days ago - Pushed at: over 2 years ago - Stars: 110 - Forks: 20

Gerardo1909/Estat_e_inferencia_UNSAM

Ejercicios computacionales para la materia "Estadística e Inferencia 1" de la Licenciatura en Ciencia de Datos (UNSAM). 2C-2024

Language: Jupyter Notebook - Size: 8.16 MB - Last synced at: 18 days ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

ComputationalPsychiatry/pyhgf

PyHGF: A neural network library for predictive coding

Language: Python - Size: 961 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 74 - Forks: 21

tpapp/TransformVariables.jl

Transformations to contrained variables from ℝⁿ.

Language: Julia - Size: 1.69 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 67 - Forks: 15

jecampagne/cours_mallat_cdf

Lecture notes of Professor Stéphane Mallat - Collège de France - Paris

Language: Jupyter Notebook - Size: 193 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 26 - Forks: 0

friedmanroy/friedmanroy.github.io

Roy Friedman's home site and blog

Language: JavaScript - Size: 30.8 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

bambinos/kulprit

Kullback-Leibler projections for Bayesian model selection in Python

Language: Python - Size: 4.85 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 34 - Forks: 5

Eawag-SIAM/SimulatedAnnealingABC.jl

Approximate Bayesian Computation algorithm based on simulated annealing

Language: Julia - Size: 3.52 MB - Last synced at: 17 days ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

brendanhasz/probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

Language: Python - Size: 3.23 MB - Last synced at: 29 days ago - Pushed at: almost 3 years ago - Stars: 174 - Forks: 16

fehiepsi/rethinking-pyro

Statistical Rethinking with PyTorch and Pyro

Language: Jupyter Notebook - Size: 64.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 163 - Forks: 36

GeoscienceAustralia/HiQGA.jl

High Quality Geophysical Analysis provides a general purpose Bayesian and deterministic inversion framework for various geophysical methods and spatially distributed / timeseries data

Language: Julia - Size: 88.5 MB - Last synced at: 28 days ago - Pushed at: 29 days ago - Stars: 41 - Forks: 6

FertigLab/CoGAPS

Bayesian MCMC matrix factorization algorithm

Language: C++ - Size: 250 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 69 - Forks: 17

DOI-USGS/geobipy

Geophysical Bayesian Inference in Python. Docs:

Language: Python - Size: 269 MB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 83 - Forks: 19

acerbilab/normalizing-flow-regression

Normalizing Flow Regression for Bayesian Inference with Offline Likelihood Evaluations

Language: Jupyter Notebook - Size: 8.44 MB - Last synced at: about 20 hours ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

pierrePalud/beetroots

Beetroots (BayEsian invErsion with spaTial Regularization of nOisy multi-line ObservaTion mapS) is a Python package that performs Bayesian inference with the sampling algorithm described in (Palud et al., 2023).

Language: Python - Size: 44 MB - Last synced at: 17 days ago - Pushed at: 4 months ago - Stars: 9 - Forks: 2

mschauer/ZigZagBoomerang.jl

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

Language: Julia - Size: 37.4 MB - Last synced at: 5 days ago - Pushed at: almost 3 years ago - Stars: 103 - Forks: 7

ngalioto/bside

Bayesian system identification toolbox

Language: Python - Size: 720 KB - Last synced at: 6 days ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0

bayesml/BayesML

Your first library for Bayesian machine learning

Language: Python - Size: 8.62 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 8 - Forks: 1

elfi-dev/elfi

ELFI - Engine for Likelihood-Free Inference

Language: Python - Size: 2.15 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 274 - Forks: 62

christophmark/bayesloop

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

Language: Python - Size: 11.1 MB - Last synced at: 22 days ago - Pushed at: about 1 year ago - Stars: 163 - Forks: 28

jeff-regier/Celeste.jl

Scalable inference for a generative model of astronomical images

Language: Jupyter Notebook - Size: 12.5 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 185 - Forks: 28

SciML/DiffEqBayes.jl

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

Language: Julia - Size: 41.5 MB - Last synced at: 5 days ago - Pushed at: 12 days ago - Stars: 124 - Forks: 29

Tuebel/BayesianPoseEstimation.jl Fork of rwth-irt/BayesianPoseEstimation.jl

6D pose estimation using sampling-based Bayesian inference algorithms. Produced the results of Tim Redick's dissertation.

Language: Julia - Size: 5.9 MB - Last synced at: 2 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

ReactiveBayes/BipartiteFactorGraphs.jl

A Julia package for working with bipartite factor graphs

Language: Julia - Size: 516 KB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

oliviergimenez/bayesian-cr-workshop

Material for a workshop on Bayesian analysis of capture-recapture data with hidden Markov models and Nimble

Language: HTML - Size: 359 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 14 - Forks: 6

elizavetasemenova/prob-epi

Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"

Language: Jupyter Notebook - Size: 24.6 MB - Last synced at: 22 days ago - Pushed at: 4 months ago - Stars: 64 - Forks: 24

lbelzile/MATH80601A

Course notes for "Bayesian modelling" (MATH80601A)

Language: TeX - Size: 236 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

Tuebel/SciGL.jl Fork of rwth-irt/SciGL.jl

Efficient rendering in OpenGL and CUDA interop for julia

Language: Julia - Size: 598 KB - Last synced at: 2 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Najmuddin557/Predictive_Neural_Network

Research and develop artificial neural networks capable of making accurate predictions about future events based on past data patterns.

Size: 5.86 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

ericmjl/bayesian-analysis-recipes

A collection of Bayesian data analysis recipes using PyMC3

Language: Jupyter Notebook - Size: 126 MB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 557 - Forks: 111

BayesianRL/NonparametricVI.jl

Particle-based and nonparametric variational methods for approximate Bayesian inference and Probabilistic Programming

Language: Julia - Size: 13.1 MB - Last synced at: 29 days ago - Pushed at: 2 months ago - Stars: 14 - Forks: 0

MFreidank/pysgmcmc

Bayesian Deep Learning with Stochastic Gradient MCMC Methods

Language: Python - Size: 12.1 MB - Last synced at: about 2 months ago - Pushed at: almost 4 years ago - Stars: 39 - Forks: 8

JuliaGaussianProcesses/TemporalGPs.jl

Fast inference for Gaussian processes in problems involving time. Partly built on results from https://proceedings.mlr.press/v161/tebbutt21a.html

Language: Julia - Size: 3.68 MB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 119 - Forks: 5

minaskar/zeus

⚡️ zeus: Lightning Fast MCMC ⚡️

Language: Python - Size: 197 MB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 235 - Forks: 33

BaM-tools/RBaM

An R user interface to BaM

Language: R - Size: 9.55 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 1

chto/linna

Likelihood Inference Neural Network Accelerator

Language: Python - Size: 3.41 MB - Last synced at: 19 days ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 2

ComputationalPsychiatry/HierarchicalGaussianFiltering.jl

The Julia implementation of the generalised hierarchical Gaussian filter

Language: Julia - Size: 11 MB - Last synced at: 14 days ago - Pushed at: 15 days ago - Stars: 32 - Forks: 11

lucadellalib/bayestorch

Lightweight Bayesian deep learning library for fast prototyping based on PyTorch

Language: Python - Size: 104 KB - Last synced at: about 19 hours ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 0

awslabs/fortuna 📦

A Library for Uncertainty Quantification.

Language: Python - Size: 4.56 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 913 - Forks: 48

TommasoRonconi/galapy

Spectral modelling tool for galaxies in python

Language: Python - Size: 198 MB - Last synced at: 11 days ago - Pushed at: 7 months ago - Stars: 9 - Forks: 1

pankajchejara23/eduflex-prototype

Bayesian modeling of students' mathematics skills

Language: HTML - Size: 6.25 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

NormAN-framework/base-model

First implementation of NormAN, an agent-based framework for normative argument exchange across networks.

Language: NetLogo - Size: 102 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 1

aidinattar/AS4PA

Exercises of the course of Advanced-Statistics

Language: R - Size: 22.5 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

mauroflorez/BMGM

An R package for Bayesian inference on graphical models with mixed data types (continuous, discrete, categorical, and zero-inflated)

Language: R - Size: 469 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

jwatowatson/PLATCOV-SAP

Statistical analysis of the PLATCOV trial

Language: R - Size: 129 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

franzmohr/bvartools

Functions for Bayesian inference of vector autoregressive and vector error correction models

Language: R - Size: 31.1 MB - Last synced at: 26 days ago - Pushed at: 9 months ago - Stars: 34 - Forks: 11

alessiospuriomancini/cosmopower

Machine Learning - accelerated Bayesian inference

Language: Jupyter Notebook - Size: 140 MB - Last synced at: 24 days ago - Pushed at: 6 months ago - Stars: 68 - Forks: 29

billyvinning/compound-poisson-gamma.numpyro

Parameter estimation for the Compound Poisson Gamma (Tweedie) distribution in NumPyro

Language: Python - Size: 13.7 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Red-Portal/MCMCTesting.jl

Hypothesis Tests for Validating MCMC Kernels

Language: Julia - Size: 805 KB - Last synced at: 20 days ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 0

akpanitorobong/7089CEM-Statistical_Methods_For_Data_Science

CW Code and Dataset for SMDS module at Coventry University. Applied Nonlinear Regression and Bayesian Inference techniques to analyze MEG brain responses from a simulated neuromarketing experiment. The project demonstrates proficiency in modeling complex biological signals and estimating parameter uncertainty using Approximate Bayesian Computation

Language: Jupyter Notebook - Size: 2.14 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

dm13450/dirichletprocess

Build dirichletprocess objects for data analysis

Language: R - Size: 10.1 MB - Last synced at: 7 days ago - Pushed at: almost 2 years ago - Stars: 59 - Forks: 15

JuliaGaussianProcesses/Stheno.jl

Probabilistic Programming with Gaussian processes in Julia

Language: Julia - Size: 294 MB - Last synced at: 14 days ago - Pushed at: 3 months ago - Stars: 345 - Forks: 26

RoryQo/Study-Method

Using monte carlo sampling the probability that study method A is worse than B given the data

Language: R - Size: 377 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 0

sandialabs/pytuq

Python Toolkit for Uncertainty Quantification

Language: Python - Size: 6.45 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0

ilanaliouchouche/Bayesian-Active-Learning-Interface-for-Medical-Imaging

This project aims to integrate Domain Knowledge with Bayesian Deep Learning through an intuitive Active Learning interface

Language: JavaScript - Size: 96 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 11 - Forks: 0

brmather/pycurious

Python package for computing the Curie depth from the magnetic anomaly

Language: Jupyter Notebook - Size: 11.6 MB - Last synced at: 1 day ago - Pushed at: about 3 years ago - Stars: 42 - Forks: 19

tingiskhan/pyfilter 📦

Particle filtering and sequential parameter inference in Python

Language: Python - Size: 30.5 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 81 - Forks: 17

ksachdeva/rethinking-tensorflow-probability

Statistical Rethinking (2nd Ed) with Tensorflow Probability

Language: Jupyter Notebook - Size: 321 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 270 - Forks: 50

jeremiecoullon/SGMCMCJax

Lightweight library of stochastic gradient MCMC algorithms written in JAX.

Language: Python - Size: 1.37 MB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 103 - Forks: 9

gerberlab/mitre

The Microbiome Interpretable Temporal Rule Engine

Language: Python - Size: 52.7 MB - Last synced at: 1 day ago - Pushed at: about 4 years ago - Stars: 47 - Forks: 4

jdhuang-csm/hybrid-drt

Probabilistic electrochemical analysis with the distribution of relaxation times (DRT)

Language: Python - Size: 17.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 13 - Forks: 2

bsvars/bsvars

Bayesian Estimation of Structural Vector Autoregressive Models

Language: R - Size: 44.8 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 49 - Forks: 10

nshen7/decemedip

An R package for deconvoluting cell types in bulk-tissue/cell-free MeDIP-seq data leveraging a Bayesian hierarchical model. Depends on RStan.

Language: C++ - Size: 70.9 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

EmanuelSommer/sampled-approx-posteriors

Code for the FPI @ ICLR (2025, oral) & AABI 2025 workshop paper: Approximate Posteriors in Neural Networks: A Sampling Perspective

Language: Python - Size: 37.8 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

GrainLearning/grainLearning

A Bayesian uncertainty quantification toolbox for discrete and continuum numerical models of granular materials, developed by various projects of the University of Twente (NL), the Netherlands eScience Center (NL), University of Newcastle (AU), and Hiroshima University (JP).

Language: Jupyter Notebook - Size: 135 MB - Last synced at: 1 day ago - Pushed at: about 1 month ago - Stars: 11 - Forks: 1

junpenglao/GLMM-in-Python

Generalized linear mixed-effect model in Python

Language: Jupyter Notebook - Size: 11.6 MB - Last synced at: about 2 months ago - Pushed at: almost 7 years ago - Stars: 178 - Forks: 47

Mathepia/awesome-sciml

Awesome-spatial-temporal-scientific-machine-learning-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included.

Language: JavaScript - Size: 1.56 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 1

nicolasperea1105/handcrafted-bayesian-stock-predictor

Forecasting retail inventory with handcrafted MCMC, PyMC, and traditional regression models — full pipeline from cleaning to deployment-ready output.

Language: Python - Size: 1.68 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

JBris/stan-cmdstanr-docker

A Docker image to run Stan, cmdstanr, and brms for Bayesian statistical modelling

Language: Dockerfile - Size: 33.2 KB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 18 - Forks: 5

kach/acting-as-inverse-inverse-planning

Code for our SIGGRAPH 2023 paper, "Acting as Inverse Inverse Planning"

Language: Jupyter Notebook - Size: 683 KB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 18 - Forks: 2

jlepird/prefeR

A Bayesian algorithm for pairwise preference elicitation

Language: R - Size: 1.26 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

theogf/BayesianQuadrature.jl

Is there anything we can't make Bayesian?

Language: Julia - Size: 339 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 15 - Forks: 0

gleday/beam

Fast Bayesian Inference in Large Graphical Models

Language: R - Size: 312 KB - Last synced at: about 10 hours ago - Pushed at: 2 months ago - Stars: 0 - Forks: 1

PeterSchuld/UCSanDiego_MicroMasters_DataScience-ProbabilityandStatistics

The University of California, San Diego, course DSE210x "Probability and Statistics in Data Science using Python" (Winter 2018): Using Python, learn statistical and probabilistic approaches to understand and gain insights from data. Part 2 of »Data Science« MicroMasters® on edX, Instructors: Alon Orlitsky and Yoav Freund, Professors of CS and Engineering, University of California San Diego.

Language: Jupyter Notebook - Size: 970 KB - Last synced at: 4 days ago - Pushed at: about 5 years ago - Stars: 6 - Forks: 1

NoemiAM/mist

Tests for model misspecification in simulation-based inference: from local distortions to global model checks. Code repository associated with https://arxiv.org/abs/2412.15100.

Language: Jupyter Notebook - Size: 16.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

bat/MGVI.jl

Metric Gaussian Variational Inference

Language: Julia - Size: 41.3 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 8 - Forks: 2

avehtari/BDA_R_demos

Bayesian Data Analysis demos for R

Language: HTML - Size: 190 MB - Last synced at: 25 days ago - Pushed at: 8 months ago - Stars: 573 - Forks: 206

AVoss84/bayes-anomaly

A Python library for explainable Bayesian Anomaly Detection

Language: Jupyter Notebook - Size: 4.17 MB - Last synced at: 11 days ago - Pushed at: 2 months ago - Stars: 9 - Forks: 1

RoryQo/Age-Correlation-in-Married-Couples-Bayesian-Analysis-Challenge

Using age data from 100 sampled U.S. married couples, hypothesize a semiconjugate prior, generate a predictive data set to confirm the hypothesis, and use Markov Chain Monte Carlo (MCMC) approximation for mean ages and correlation coefficient.

Language: R - Size: 1.16 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 6 - Forks: 0

RoryQo/Mice-Types-Tumorgenesis-Propensity

Using Bayesian Analysis (Monte Carlo simulation & poisson sampling) to understand the difference between tumor genesis in types of mice from lab data

Language: R - Size: 421 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 6 - Forks: 0

RoryQo/Diabetes-Bayesian-Analysis-Lab

Using Monte Carlo simulation and plotting the distributions, we can see a significant difference between those with and without diabetes in key factors

Language: R - Size: 460 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 5 - Forks: 0

gpstuff-dev/gpstuff

GPstuff - Gaussian process models for Bayesian analysis

Language: MATLAB - Size: 67.2 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 174 - Forks: 61

slimgroup/WISE.jl

WISE: full-Waveform variational Inference via Subsurface Extensions

Language: Julia - Size: 23.9 MB - Last synced at: 24 days ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

SlavovLab/DART-ID

DART-ID: retention time alignment and peptide identification confidence updates

Language: Python - Size: 22.6 MB - Last synced at: 20 days ago - Pushed at: 3 months ago - Stars: 16 - Forks: 4

arviz-devs/PosteriorStats.jl

Statistical analyses for Bayesian workflows

Language: Julia - Size: 723 KB - Last synced at: 5 days ago - Pushed at: 2 months ago - Stars: 6 - Forks: 0

silicontwin/arborist

The cross-platform app for efficiently performing Bayesian causal inference and supervised learning tasks using tree-based models, including BCF, BART, and XBART.

Language: Python - Size: 37.8 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

jennalandy/bayesNMF

R package for bayesNMf, a computationally efficient Gibbs sampler for Bayesian Poisson NMF which automatically determines the number of latent factors while quantifying uncertainties of the learned matrices.

Language: R - Size: 116 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 7 - Forks: 1

helske/bssm

Bayesian Inference of State Space Models

Language: HTML - Size: 63.4 MB - Last synced at: 16 days ago - Pushed at: 9 months ago - Stars: 43 - Forks: 14

anubhabghosh/pdanse

This repository contains code related to the pDANSE method (accepted at ICASSP'25)

Language: Jupyter Notebook - Size: 1.37 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

SirCornflake/BMS

Tools to perform model selection alongside estimation under Linear, Logistic, Negative binomial, Quantile, and Skew-Normal regression. Under the spike-and-slab method, a probability for each possible model is estimated with the posterior mean, credibility interval, and standard deviation of coefficients and parameters under the most probable model.

Language: R - Size: 304 KB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

americocunhajr/CE-ABC

CE-ABC is a code to simulate the epidemic outbreaks with mechanistic models through a cross-entropy approximate Bayesian framework.

Language: MATLAB - Size: 68.1 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 7 - Forks: 1

anand-me/Spring24VicarMLTutorial

Collab Notebook Learned and Implemented During Spring 2024

Language: Jupyter Notebook - Size: 610 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

Daniel-Andarge/AiML-brent-oil-price-analysis

This project analyzes Brent oil prices from 1987-2022, detecting structural changes and associating them with major events to provide data-driven insights for the energy industry.

Language: Jupyter Notebook - Size: 11.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

StatsWithR/statsr

Companion package for the Coursera Statistics with R specialization

Language: R - Size: 3.57 MB - Last synced at: 8 days ago - Pushed at: over 4 years ago - Stars: 72 - Forks: 84

SaiSampathKedari/Statistical-Inference-Theory

Comprehensive notes and solved problem sets from Casella-Berger: Statistical Inference (Chapters 6-9), covering essential concepts in Statistical Inference. Topics include Sufficiency, Point Estimation, Hypothesis Testing, and Interval Estimation, crucial for Statistical Machine Learning, Computational Statistics, and Probabilistic Robotics.

Size: 82.6 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

p3dr0id/DynaBayes

This Python package implements a method for dynamic Bayesian inference of parameters in networks of coupled phase oscillators.

Language: Python - Size: 4.92 MB - Last synced at: 14 days ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

steven-murray/yabf

Yet Another Bayesian Framework

Language: Python - Size: 437 KB - Last synced at: 14 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 1

Related Keywords
bayesian-inference 1,814 machine-learning 292 python 216 bayesian-statistics 204 mcmc 181 statistics 167 bayesian 150 r 123 probabilistic-programming 112 variational-inference 108 deep-learning 103 stan 88 gaussian-processes 82 bayesian-methods 78 data-science 69 markov-chain-monte-carlo 66 julia 62 bayesian-data-analysis 56 pytorch 55 bayesian-network 52 pymc3 46 bayesian-neural-networks 43 artificial-intelligence 39 r-package 37 bayesian-optimization 36 time-series 34 uncertainty-quantification 34 inference 34 bayes 34 bayesian-networks 33 tensorflow 33 mcmc-sampler 32 astronomy 31 gibbs-sampling 31 nested-sampling 30 probabilistic-models 30 hierarchical-models 30 data-analysis 30 causal-inference 30 neural-networks 29 reinforcement-learning 29 neural-network 26 julia-language 25 probabilistic-graphical-models 25 matlab 25 jags 25 jax 24 parameter-estimation 24 rstats 24 pymc 23 metropolis-hastings 23 regression 23 modeling 22 probability 22 bayesian-deep-learning 22 uncertainty 22 astrophysics 22 covid-19 22 statistical-analysis 22 machine-learning-algorithms 21 sequential-monte-carlo 21 particle-filter 21 linear-regression 20 markov-chain 20 monte-carlo 20 inverse-problems 20 sampling-methods 20 hamiltonian-monte-carlo 20 python3 20 deep-neural-networks 19 jupyter-notebook 19 rstan 18 natural-language-processing 18 sampling 18 gravitational-waves 17 statistical-inference 17 variational-bayes 17 graphical-models 16 multilevel-models 16 statistical-models 16 simulation 15 clustering 15 cosmology 15 time-series-analysis 15 model-selection 15 brms 15 normalizing-flows 14 phylogenetics 14 logistic-regression 14 epidemiology 14 numpy 14 pyro 14 simulation-based-inference 14 classification 14 computer-vision 14 optimization 14 bioinformatics 13 geophysics 13 ai 13 mcmc-sampling 13