probabilistic-machine-learning

There are 4 repositories under probabilistic-machine-learning topic.

Matcha-TTS
shivammehta25 / Matcha-TTS
[ICASSP 2024] 🍵 Matcha-TTS: A fast TTS architecture with conditional flow matching
deep-learning flow-matching machine-learning non-autoregressive probabilistic probabilistic-machine-learning text-to-speech tts tts-api tts-engines diffusion-model diffusion-models
Language:Jupyter Notebook 661
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)
computer-vision machine-learning deep-learning human-pose human-shape-recover probabilistic-machine-learning
Language:Python 195
probabilisticai / probai-2019
Materials of the Nordic Probabilistic AI School 2019.
probabilistic-ai probabilistic-machine-learning probabilistic-models probabilistic-programming bayesian deep-generative-models summer-school
Language:Jupyter Notebook 129
naver-ai / pcme
Official Pytorch implementation of "Probabilistic Cross-Modal Embedding" (CVPR 2021)
cross-modal-retrieval cvpr2021 probabilistic-embeddings probabilistic-machine-learning
Language:Python 122
survex
ModelOriented / survex
Explainable Machine Learning in Survival Analysis
brier-scores cox-regression explainable-ai explainable-machine-learning explainable-ml explanatory-model-analysis interpretable-machine-learning interpretable-ml machine-learning shap survival-analysis cox-model probabilistic-machine-learning r-package censored-data time-to-event xai biostatistics variable-importance r
Language:R 98
probabilisticai / probai-2021
Materials of the Nordic Probabilistic AI School 2021.
bayesian deep-generative-models probabilistic-ai probabilistic-machine-learning probabilistic-models probabilistic-programming summer-school
Language:Jupyter Notebook 93
MI2DataLab / survshap
SurvSHAP(t): Time-dependent explanations of machine learning survival models
variable-importance biostatistics brier-scores cox-model cox-regression explainable-ai probabilistic-machine-learning shap survival-analysis time-to-event explainable interpretable machine learning cph model censored survival machinelearning xai
Language:Jupyter Notebook 79
naver-ai / pcmepp
Official Pytorch implementation of "Improved Probabilistic Image-Text Representations" (ICLR 2024)
cross-modal-retrieval iclr2024 probabilistic-embeddings probabilistic-machine-learning
Language:Python 49
chritoth / active-bayesian-causal-inference
Active Bayesian Causal Inference (Neurips'22)
active-learning bayesian-methods causal-discovery causal-inference causal-reasoning experimental-design gaussian-processes probabilistic-machine-learning
Language:Python 47
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.
epidemiological-models mathematical-epidemiology universal-differential-equations neural-differential-equations physics-informed-neural-networks data-driven-model bayesian-inference bayesian-deep-learning probabilistic-machine-learning mathematical-biology machine-learning data-science deep-learning statistics data-analysis time-series time-series-analysis julia scientific-machine-learning covid19-data
Language:JavaScript 29
PGM-Lab / 2023-ProbAI
Repo for the Tutorials of Day1-Day2 of the Nordic Probabilistic AI School 2023
probabilistic-ai probabilistic-machine-learning probabilistic-programming variational-inference
Language:Jupyter Notebook 17
JiaxiangYi96 / mfpml
Multi-fidelity probability machine learning
probabilistic-machine-learning
Language:Jupyter Notebook 12
sinzlab / cGNF
This is the official code for calibration in multi-hypothesis human pose estimation
3d-pose-estimation graph-neural-networks human-pose-estimation lifting machine-learning miscalibration pose-estimation probabilistic-machine-learning mulit-hypothesis multi-hypothesis-pose-estimation probabilistic-pose-estimation
Language:Jupyter Notebook 10
zerohd4869 / SPC
The official repository for AAAI 2024 Oral paper "Structured Probabilistic Coding"
pretrained-language-models representation-learning probabilistic-machine-learning information-bottleneck natural-language-understanding
Language:Python 9
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.
bayesian-deep-learning bayesian-inference data-science deep-learning julia machine-learning mathematical-biology mathematical-epidemiology neural-ode physics-informed-neural-networks pinns probabilistic-machine-learning probabilistic-programming scientific-computing scientific-machine-learning time-series universal-differential-equations
Language:JavaScript 8
Ellie190 / BCNN-for-Ocular-Disease-Classification
A Bayesian Convolutional Neural Network model for classifying Cataract in Ocular Disease with measurements of uncertainty
bayesian-methods bayesian-probabilistic-models classification convolutional-neural-networks image-classification keras machine-learning opencv probabilistic-machine-learning tensorflow tensorflow-probability uncertainty-quantification uncertainty-visualisation
Language:Jupyter Notebook 7
tomsch420 / random-events
Clean Random Events for Probabilistic Reasoning in Python
probabilistic-machine-learning probability-theory random-events reasoning-under-uncertainty variables product-space product-spaces product-sigma-algebra sigma-algebra
Language:Python 6
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
probabilistic-machine-learning probabilistic-graphical-models bayesian-inference
Language:Jupyter Notebook 5
sinzlab / energy-guided-diffusion
🥚 EnerGy Guided Diffusion for optimizing neurally exciting images
diffusion diffusion-models guidance insilico-stimuli neuroscience optimization optimization-algorithms probabilistic-machine-learning
Language:Jupyter Notebook 5
aciobanusebi / nf-mixture
machine-learning clustering deep-learning probabilistic-machine-learning mixture-model normalizing-flows
Language:Jupyter Notebook 4
april-tools / april-tools.github.io
headquarters of the April team in Edinburgh
neurosymbolic-ai probabilistic-machine-learning tractable-inference
Language:SCSS 4
Sheev13 / vae
PyTorch implementation of a variational autoencoder (VAE) for use on multi-channel 2D data such as images
bayesian-inference generative-ai generative-model machine-learning probabilistic-machine-learning vae vae-pytorch variational-autoencoder variational-bayes variational-inference amortised-variational-inference
Language:Jupyter Notebook 4
tallamjr / tubingen-probabilistic-ml
Material for Philipp Hennig's course: Probabilistic Machine Learning, at Tubingen
probabilistic-programming probabilistic-machine-learning
Language:Jupyter Notebook 4
tomsch420 / fglib2
Clean Factor Graphs in Python
belief-propagation factor-graphs probabilistic-graphical-models probabilistic-machine-learning probability-theory sum-product variables reasoning-under-uncertainty
Language:Python 4
crherlihy / prob_fair_rmab
Planning to Fairly Allocate: Probabilistic Fairness in the Restless Bandit Setting (KDD 2023)
constrained-optimization fairness-ai healthcare-ml indexability mabs probabilistic-machine-learning resource-allocation-algorithm restless-bandits rmab fairness-bandits
Language:Python 3
Song921012 / MathEpiDeepLearningTutorial
Tutorials on math epidemiology and epidemiology informed deep learning methods
data-science machine-learning statistics deep-learning time-series julia data-analysis bayesian-inference mathematical-epidemiology mathematical-biology bayesian-deep-learning data-driven-model scientific-machine-learning neural-differential-equations probabilistic-machine-learning universal-differential-equations epidemiological-models physics-informed-neural-networks
Language:Julia 3
karthik-d / probabilistic-ml-experiments-with-PyStan
Probabilistic modeling using PyStan with demonstrative case study experiments from Christopher Bishop's Model-based Machine Learning.
model-based model-based-machine-learning probabilistic-machine-learning probabilistic-models pystan stan loopy-belief-propagation message-passing-algorithm ancestral-inference sampling sampling-methods ancestral-sampling
Language:Python 2
lipovec-t / vi-gaussian-dpm
Coordinate Ascent Variational Inference for Dirichlet Process Mixtures of Gaussians
bayesian-inference bayesian-nonparametrics clustering dirichlet-process-mixtures exponential-family gaussian-mixture-models probabilistic-machine-learning statistical-signal-processing variational-inference
Language:Python 2
MILO-GRP / PLASSO-L12
[AAAI 2019] "A Probabilistic Derivation of LASSO and L12-Norm Feature Selections", Di Ming, Chris Ding, Feiping Nie
exclusive-lasso feature-selection l12 probabilistic-machine-learning sparse-learning
2
Sheev13 / bayesian-inference
approximate-inference bayesian-inference bayesian-logistic-regression classification laplace-approximation logistic-regression machine-learning probabilistic-machine-learning inference 3f8
Language:Jupyter Notebook 2
sophiewharrie / meta-learning-hierarchical-model-similar-causal-mechanisms
Code for the research paper Meta-learning with hierarchical models based on similarity of causal mechanisms
bayesian-inference bayesian-neural-networks causal-inference causality deep-learning healthcare-application hierarchical-models medical-application meta-learning metalearning probabilistic-machine-learning similarity-measures supervised-learning variational-inference out-of-distribution-generalization
Language:Python 2
zcemycl / mlreading-hub
List of casual implementations of machine learning models from scratch.
machine-learning natural-language-processing recommender-system computer-vision probabilistic-machine-learning reinforcement-learning
Language:Python 2
Zoe0123 / Probabilistic-Learning-and-Reasoning
Probabilistic Learning and Reasoning Assignments
machine-learning probabilistic-graphical-models probabilistic-machine-learning
2
brdav / tavr
Predicting Mortality after Transcatheter Aortic Valve Replacement using Preprocedural CT [Scientific Reports 2024]
computed-tomography probabilistic-machine-learning tavi tavr
Language:Python 1
enstit / UNITS-ProbabilisticMachineLearning
Repository for the Probabilistic Machine Learning labs/practica (@ UniTS, Spring 2023)
machine-learning probabilistic-machine-learning probability statistics
Language:Jupyter Notebook 1
tancredeguillou / AirPollutionPrediction
Predicting air pollution amounts in cities using a Gaussian Process model
gaussian-processes probabilistic-machine-learning
Language:Python 1

probabilistic-machine-learning

shivammehta25 / Matcha-TTS

akashsengupta1997 / HierarchicalProbabilistic3DHuman

probabilisticai / probai-2019

naver-ai / pcme

ModelOriented / survex

probabilisticai / probai-2021

MI2DataLab / survshap

naver-ai / pcmepp

chritoth / active-bayesian-causal-inference

JuliaEpi / MathEpiDeepLearning

PGM-Lab / 2023-ProbAI

JiaxiangYi96 / mfpml

sinzlab / cGNF

zerohd4869 / SPC

Mathepia / awesome-sciml

Ellie190 / BCNN-for-Ocular-Disease-Classification

tomsch420 / random-events

MarcoSciorilli / Probabilistic_Machine_Learning

sinzlab / energy-guided-diffusion

aciobanusebi / nf-mixture

april-tools / april-tools.github.io

Sheev13 / vae

tallamjr / tubingen-probabilistic-ml

tomsch420 / fglib2

crherlihy / prob_fair_rmab

Song921012 / MathEpiDeepLearningTutorial

karthik-d / probabilistic-ml-experiments-with-PyStan

lipovec-t / vi-gaussian-dpm

MILO-GRP / PLASSO-L12

Sheev13 / bayesian-inference

sophiewharrie / meta-learning-hierarchical-model-similar-causal-mechanisms

zcemycl / mlreading-hub

Zoe0123 / Probabilistic-Learning-and-Reasoning

brdav / tavr

enstit / UNITS-ProbabilisticMachineLearning

tancredeguillou / AirPollutionPrediction