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GitHub topics: probabilistic-machine-learning

soran-ghaderi/torchebm

🍓 Build and train energy-based and diffusion models in PyTorch ⚡.

Language: Python - Size: 40 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 9 - Forks: 1

pointer2Alvee/machine-learning-algorithms-scratch

Core Machine Learning concepts , algorithms & maths implemented completely from scratch using Python & numpy only.

Language: Jupyter Notebook - Size: 646 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

april-tools/april-tools.github.io

headquarters of the April team in Edinburgh

Language: SCSS - Size: 61.1 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 4 - Forks: 5

shivammehta25/Matcha-TTS

[ICASSP 2024] 🍵 Matcha-TTS: A fast TTS architecture with conditional flow matching

Language: Jupyter Notebook - Size: 57.6 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 987 - Forks: 128

cbg-ethz/Jnotype

Probabilistic modeling of high-dimensional binary data in JAX

Language: Python - Size: 276 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 3 - Forks: 0

ziatdinovmax/NeuroBayes

Fully and Partially Bayesian Neural Nets

Language: Python - Size: 116 MB - Last synced at: 15 days ago - Pushed at: about 1 month ago - Stars: 68 - Forks: 8

april-tools/cirkit

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

Language: Python - Size: 31.1 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 93 - Forks: 9

JiaxiangYi96/mfpml

Multi-fidelity probability machine learning

Language: Jupyter Notebook - Size: 18.7 MB - Last synced at: 14 days ago - Pushed at: 4 months ago - Stars: 18 - Forks: 2

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 12 hours ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 1

MI2DataLab/survshap

SurvSHAP(t): Time-dependent explanations of machine learning survival models

Language: Jupyter Notebook - Size: 8.99 MB - Last synced at: 19 days ago - Pushed at: over 1 year ago - Stars: 85 - Forks: 16

ModelOriented/survex

Explainable Machine Learning in Survival Analysis

Language: R - Size: 309 MB - Last synced at: 8 days ago - Pushed at: 11 months ago - Stars: 111 - Forks: 10

acerbilab/amortized-conditioning-engine

Amortized Probabilistic Conditioning for Optimization, Simulation and Inference (Chang et al., AISTATS 2025)

Language: Jupyter Notebook - Size: 285 MB - Last synced at: 27 days ago - Pushed at: about 1 month ago - Stars: 13 - Forks: 1

karthik-d/bayesian-inference-ml-with-PyStan

Probabilistic modeling through Bayesian inference using PyStan with demonstrative case study experiments from Christopher Bishop's Model-based Machine Learning.

Language: Python - Size: 437 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

tomsch420/random-events

Clean Random Events for Probabilistic Reasoning in Python

Language: Python - Size: 1.92 MB - Last synced at: 17 days ago - Pushed at: 2 months ago - Stars: 8 - Forks: 2

tallamjr/tubingen-probabilistic-ml

Material for Philipp Hennig's course: Probabilistic Machine Learning, at Tubingen

Language: Jupyter Notebook - Size: 200 MB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 5 - Forks: 1

giobbu/explainable-probabilistic-forecasting

Size: 1.15 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

zcemycl/mlreading-hub

List of casual implementations of machine learning models from scratch.

Language: Python - Size: 12.9 MB - Last synced at: 5 days ago - Pushed at: 6 months ago - Stars: 2 - Forks: 3

debashis-das/DeepLearning

Machine Learning Code as per my understanding

Language: Jupyter Notebook - Size: 19.5 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

crherlihy/prob_fair_rmab

Planning to Fairly Allocate: Probabilistic Fairness in the Restless Bandit Setting (KDD 2023)

Language: Python - Size: 117 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

zerohd4869/SPC

The official repository for AAAI 2024 Oral paper "Structured Probabilistic Coding"

Language: Python - Size: 6.19 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 9 - Forks: 2

MarcoSciorilli/Probabilistic_Machine_Learning

Repository of my notes and exercises on the course of Probabilistic Machine Learning by Prof. Luca Bortolussi at the University of Trieste in the year 2020/2021

Language: Jupyter Notebook - Size: 2.61 MB - Last synced at: 9 months ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 0

jmetrikat/pml-ss24

Exercises in the subject "Probabilistic Machine Learning" at Hasso Plattner Institute.

Language: Jupyter Notebook - Size: 3.82 MB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

chritoth/active-bayesian-causal-inference

Active Bayesian Causal Inference (Neurips'22)

Language: Python - Size: 44.9 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 45 - Forks: 5

FabriDeCastelli/ISPR-23-24

Intelligent Systems for Pattern Recognition 2023/2024 course repository

Language: Jupyter Notebook - Size: 27.8 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

brdav/tavr

Predicting Mortality after Transcatheter Aortic Valve Replacement using Preprocedural CT [Scientific Reports 2024]

Language: Python - Size: 599 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

naver-ai/pcmepp

Official Pytorch implementation of "Improved Probabilistic Image-Text Representations" (ICLR 2024)

Language: Python - Size: 15.3 MB - Last synced at: 12 months ago - Pushed at: about 1 year ago - Stars: 39 - Forks: 1

naver-ai/pcme

Official Pytorch implementation of "Probabilistic Cross-Modal Embedding" (CVPR 2021)

Language: Python - Size: 2.11 MB - Last synced at: 12 months ago - Pushed at: about 1 year ago - Stars: 119 - Forks: 17

tomsch420/fglib2

Clean Factor Graphs in Python

Language: Python - Size: 143 KB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 1

lipovec-t/vi-gaussian-dpm

Coordinate Ascent Variational Inference for Dirichlet Process Mixtures of Gaussians

Language: Python - Size: 1.72 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Song921012/MathEpiDeepLearningTutorial

Tutorials on math epidemiology and epidemiology informed deep learning methods

Language: Julia - Size: 57.8 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 1

Sheev13/bayesian-inference

Language: Jupyter Notebook - Size: 3.39 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

akashsengupta1997/HierarchicalProbabilistic3DHuman

Code repository for the paper: Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild (ICCV 2021)

Language: Python - Size: 19.1 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 173 - Forks: 10

tancredeguillou/AirPollutionPrediction

Predicting air pollution amounts in cities using a Gaussian Process model

Language: Python - Size: 1.4 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 1

MILO-GRP/PLASSO-L12

[AAAI 2019] "A Probabilistic Derivation of LASSO and L12-Norm Feature Selections", Di Ming, Chris Ding, Feiping Nie

Size: 4.88 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

probabilisticai/probai-2019

Materials of the Nordic Probabilistic AI School 2019.

Language: Jupyter Notebook - Size: 97.2 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 128 - Forks: 39

sinzlab/energy-guided-diffusion

🥚 EnerGy Guided Diffusion for optimizing neurally exciting images

Language: Jupyter Notebook - Size: 46.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

Ellie190/Heart-Disease-Project-AML

A Machine Learning Web Application to help health practitioners solve the problem of heart disease diagnosis using probabilistic machine learning methods.

Language: Jupyter Notebook - Size: 21 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 2

Zoe0123/Probabilistic-Learning-and-Reasoning

Size: 7.81 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Sheev13/vae

PyTorch implementation of a variational autoencoder (VAE) for use on multi-channel 2D data such as images

Language: Jupyter Notebook - Size: 791 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

PGM-Lab/2023-ProbAI

Repo for the Tutorials of Day1-Day2 of the Nordic Probabilistic AI School 2023

Language: Jupyter Notebook - Size: 21.3 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 11 - Forks: 3

sinzlab/cGNF

This is the official code for calibration in multi-hypothesis human pose estimation

Language: Jupyter Notebook - Size: 32.2 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 0

aciobanusebi/training-algs-for-mnf

Language: Python - Size: 56.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

enstit/UNITS-ProbabilisticMachineLearning Fork of emaballarin/probml-units

Repository for the Probabilistic Machine Learning labs/practica (@ UniTS, Spring 2023)

Language: Jupyter Notebook - Size: 3.92 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

davindicode/universal-count-model

We present a probabilistic model for neural spike counts that can capture arbitrary single neuron and joint statistics with their modulation by external covariates.

Language: Python - Size: 107 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

JuliaEpi/MathEpiDeepLearning

Awesome-spatial-temporal-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. Keep updating.

Language: JavaScript - Size: 3.19 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 6

Ellie190/BCNN-for-Ocular-Disease-Classification

A Bayesian Convolutional Neural Network model for classifying Cataract in Ocular Disease with measurements of uncertainty

Language: Jupyter Notebook - Size: 25.5 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 4 - Forks: 2

probabilisticai/probai-2021

Materials of the Nordic Probabilistic AI School 2021.

Language: Jupyter Notebook - Size: 65.3 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 91 - Forks: 15

aciobanusebi/nf-mixture

Language: Jupyter Notebook - Size: 4.87 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

aciobanusebi/vanilla-probabilistic-ae

Language: Jupyter Notebook - Size: 3.55 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

gigug/PML

Final Project from the course "Probabilistic Machine Learning" @ Data Science & Scientific Computing, University of Trieste, year 2020/2021, written in ipynb.

Language: Jupyter Notebook - Size: 566 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

aciobanusebi/mle-inpainting

Language: Jupyter Notebook - Size: 2.39 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

Agewerc/machine-learning

Exploration of major kinds of statistical learning models and algorithms used in data analysis. Clustering, Neural Networks, Probabilistic ML are a few of the topics.

Language: Jupyter Notebook - Size: 3.18 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

Related Keywords
probabilistic-machine-learning 52 machine-learning 19 deep-learning 11 bayesian-inference 7 clustering 5 probabilistic-programming 5 variational-inference 5 data-science 4 julia 4 probabilistic-graphical-models 4 probabilistic-models 3 probabilistic-ai 3 statistics 3 bayesian-deep-learning 3 mathematical-biology 3 mathematical-epidemiology 3 physics-informed-neural-networks 3 scientific-machine-learning 3 time-series 3 universal-differential-equations 3 reinforcement-learning 3 generative-ai 3 computer-vision 3 diffusion-models 3 gaussian-processes 3 classification 2 variables 2 expectation-maximization 2 normalizing-flows 2 reasoning-under-uncertainty 2 explainable-ai 2 logistic-regression 2 probability-theory 2 biostatistics 2 brier-scores 2 cox-regression 2 cox-model 2 bayesian-methods 2 explainable-ml 2 sampling-methods 2 probabilistic-embeddings 2 cross-modal-retrieval 2 xai 2 variable-importance 2 time-to-event 2 tractable-inference 2 survival-analysis 2 summer-school 2 shap 2 data-analysis 2 data-driven-model 2 epidemiological-models 2 neural-differential-equations 2 deep-generative-models 2 jax 2 bayesian 2 optimization 1 neuroscience 1 insilico-stimuli 1 optimization-algorithms 1 feature-selection 1 guidance 1 l12 1 diffusion 1 sparse-learning 1 pattern-recognition 1 computed-tomography 1 tavi 1 tavr 1 iclr2024 1 cvpr2021 1 belief-propagation 1 factor-graphs 1 sum-product 1 bayesian-nonparametrics 1 dirichlet-process-mixtures 1 exponential-family 1 gaussian-mixture-models 1 statistical-signal-processing 1 3f8 1 approximate-inference 1 bayesian-logistic-regression 1 inference 1 laplace-approximation 1 human-pose 1 human-shape-recover 1 exclusive-lasso 1 data-visualisation 1 count-distribution 1 neural-data-analysis 1 covid19-data 1 time-series-analysis 1 bayesian-probabilistic-models 1 convolutional-neural-networks 1 image-classification 1 keras 1 opencv 1 tensorflow 1 tensorflow-probability 1 uncertainty-quantification 1