probabilistic-models

There are 5 repositories under probabilistic-models 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 1964
ImperialCollegeLondon / covid19model
Code for modelling estimated deaths and cases for COVID19.
covid-19 bayesian-statistics renewal-process branching-process intervention-study probabilistic-models statistical-models statistical-inference statistical-computing
Language:Stan 943
ibrahimjelliti / Deeplearning.ai-Natural-Language-Processing-Specialization
This repository contains my full work and notes on Coursera's NLP Specialization (Natural Language Processing) taught by the instructor Younes Bensouda Mourri and Łukasz Kaiser offered by deeplearning.ai
machine-learning deep-learning nlp coursera deeplearning-ai specialization neural neural-networks logistic-regression naive-bayes probabilistic-models sequence-models attention-mechanism encoder-decoder
Language:Jupyter Notebook 701
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
673
machinelearnjs / machinelearnjs
Machine Learning library for the web and Node.
machine-learning easy-to-use minimalistic web node statistical-learning random-forest svm feature-extraction data-preprocessing probabilistic-models structured-data
Language:TypeScript 537
Nixtla / hierarchicalforecast
Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.
econometrics forecasting forecasting-models statistics time-series coherent hierarchical hierarchical-forecast bottomup erm mint topdown reconciliation middleout permbu python time-series-forecasting timeseries probabilistic-models baselines
Language:Python 516
ivanvovk / WaveGrad
Implementation of WaveGrad high-fidelity vocoder from Google Brain in PyTorch.
diffusion-models ljspeech probabilistic-models speech speech-synthesis text-to-speech tts tts-engines vocoder wavegrad
Language:Jupyter Notebook 397
dotnet / mbmlbook
Sample code for the Model-Based Machine Learning book.
machine-learning probabilistic-graphical-models probabilistic-models probabilistic-programming
Language:C# 276
wiseodd / probabilistic-models
Collection of probabilistic models and inference algorithms
probabilistic-models python machine-learning bayesian bayesian-inference mcmc gibbs-sampling variational-inference dirichlet-process
Language:Python 240
X-LANCE / VoiceFlow-TTS
[ICASSP 2024] This is the official code for "VoiceFlow: Efficient Text-to-Speech with Rectified Flow Matching"
conditional-flow-matching generative-models probabilistic-models rectified-flow-matching speech-synthesis text-to-speech tts
Language:Python 239
sktime / skpro
A unified framework for tabular probabilistic regression and probability distributions in python
ai data-science framework machine-learning prediction probabilistic-models probability-distributions python regression sklearn
Language:Python 187
quanvuong / handful-of-trials-pytorch
Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
model-based-rl model-based-reinforcement-learning ensemble-learning reinforcement-learning probabilistic-models
Language:Python 182
Eaphan / GLENet
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation [IJCV2023]
3d-object-detection probabilistic-models uncertainty-estimation generative-model machine-learning
Language:Python 152
vkopli / gtsam_vio
Visual Inertial Odometry (VIO) / Simultaneous Localization & Mapping (SLAM) using iSAM2 framework from the GTSAM library.
gtsam isam2 probabilistic-models robotics slam state-estimation visual-inertial-odometry
Language:C++ 142
$fractalrabbit$ NationalSecurityAgency / fractalrabbit
Simulate realistic trajectory data seen through sporadic reporting
algorithm-analysis probabilistic-models simulation-modeling
Language:Java 135
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 130
forestdb / forestdb.org
A repository for generative models
probabilistic-programming probabilistic-models webppl
Language:JavaScript 110
kmario23 / KenLM-training
Training an n-gram based Language Model using KenLM toolkit for Deep Speech 2
natural-language-processing language-modeling automatic-speech-recognition deep-neural-networks kenlm-toolkit kenlm language-model probabilistic-models deep-speech speech-recognition python
110
nathanaelbosch / ProbNumDiffEq.jl
Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing
julia differential-equations probabilistic-models ode ode-solver probabilistic-numerics hacktoberfest
Language:Julia 109
eeghor / mta
Multi-Touch Attribution
marketing markov-model shapley probabilistic-models
Language:Python 97
probabilisticai / probai-2021
Materials of the Nordic Probabilistic AI School 2021.
probabilistic-ai probabilistic-machine-learning probabilistic-models deep-generative-models probabilistic-programming bayesian summer-school
Language:Jupyter Notebook 93
TommasoBelluzzo / PyDTMC
A library for discrete-time Markov chains analysis.
markov markov-chain stochastic-process fitting plotting simulation mathematical-analysis mathematical-models probability probabilistic-models statistical-analysis statistical-models
Language:Python 76
probnmn-clevr
kdexd / probnmn-clevr
Code for ICML 2019 paper "Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering" [long-oral]
clevr icml icml-2019 neural-module-networks probabilistic-models vqa
Language:Python 66
L0SG / NanoFlow
PyTorch implementation of the paper "NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity." (NeurIPS 2020)
deep-generative-model density-estimation generative-models normalizing-flows probabilistic-models pytorch speech-synthesis
Language:Python 63
neurocard / neurocard
State-of-the-art neural cardinality estimators for join queries
ml-for-systems learned-database cardinality-estimation query-optimization deep-generative-model self-supervised-learning transformers data-sampling probabilistic-models
Language:Python 60
deeprob-kit
deeprob-org / deeprob-kit
A Python Library for Deep Probabilistic Modeling
normalizing-flows sum-product-networks probabilistic-models probabilistic-circuits
Language:Python 59
bertini36 / GMM
Variational Inference in Gaussian Mixture Model
machine-learning probabilistic-programming probabilistic-models tensorflow edward gradient-descent coordinate-descent gaussian-mixture-models
Language:Python 56
PGM-Lab / probai-2021-pyro
Repo for the Tutorials of Day1-Day3 of the Nordic Probabilistic AI School 2021 (https://probabilistic.ai/)
ai machine-learning probabilistic-programming probabilistic-models variational-inference
Language:Jupyter Notebook 48
kesslerlib / kessler
A machine learning library for spacecraft collision avoidance
machine-learning deep-learning spacecraft-collision-avoidance space-debris satellite-conjunction-analysis probabilistic-programming probabilistic-models conjunction-data-messages
Language:Python 46
arranger1044 / probabilistic-circuits
A curated collection of papers on probabilistic circuits, computational graphs encoding tractable probability distributions.
ai ml pc tractable-inference probabilistic-models
Language:CSS 44
JamesYang007 / autoppl
C++ template library for probabilistic programming
automatic-differentiation bayesian bayesian-inference bayesian-statistics cpp17 ppl probabilistic-models probabilistic-programming sampling-algorithms sampling-posterior template-metaprogramming
Language:C++ 44
kourouklides / artificial_neural_networks
A collection of Methods and Models for various architectures of Artificial Neural Networks
machine-learning machine-learning-algorithms machinelearning neural-networks bayesian-inference bayesian-learning deep-learning deep-neural-networks bayesian-neural-networks tensorflow edward python variational-inference probabilistic-models probabilistic-modeling keras artificial-neural-networks data-science edward2
Language:Python 41
weijie-chen / Probability_Theory
A quick introduction to all most important concepts of Probability Theory, only freshman level of mathematics needed as prerequisite.
probability-theory probability-distribution probability probabilistic-models mathematics statistics econometrics
Language:Jupyter Notebook 40
FahdSeddik / DeepLearning.AI-Natural-Language-Processing-Specialization
This is all my notebooks, lab solutions, and assignments for the DeepLearning.AI Natural Language Processing Specialization on Coursera.
attention-model coursera coursera-specialization deeplearning-ai natural-language-processing nlp probabilistic-models sequence-models vector-space-models
Language:Jupyter Notebook 37
stefanwebb / flowtorch-old
Separating Normalizing Flows code from Pyro and improving API
normalizing-flows pytorch bayesian-inference bayesian-statistics probabilistic-graphical-models probabilistic-programming probabilistic-models
Language:Python 36
pyrovelocity
pinellolab / pyrovelocity
𝒫robabilistic modeling of RNA velocity ⬱
cell-fate-determination deep-generative-model developmental-trajectories multiomics probabilistic-models probabilistic-programming rna-velocity rna-velocity-estimation single-cell-genomics single-cell-rna-seq transcriptomics rna-splicing rna-splicing-analysis single-cell-multiomics pyro
Language:Python 34

probabilistic-models

TuringLang / Turing.jl

ImperialCollegeLondon / covid19model

ibrahimjelliti / Deeplearning.ai-Natural-Language-Processing-Specialization

lixus7 / Time-Series-Works-Conferences

machinelearnjs / machinelearnjs

Nixtla / hierarchicalforecast

ivanvovk / WaveGrad

dotnet / mbmlbook

wiseodd / probabilistic-models

X-LANCE / VoiceFlow-TTS

sktime / skpro

quanvuong / handful-of-trials-pytorch

Eaphan / GLENet

vkopli / gtsam_vio

NationalSecurityAgency / fractalrabbit

probabilisticai / probai-2019

forestdb / forestdb.org

kmario23 / KenLM-training

nathanaelbosch / ProbNumDiffEq.jl

eeghor / mta

probabilisticai / probai-2021

TommasoBelluzzo / PyDTMC

kdexd / probnmn-clevr

L0SG / NanoFlow

neurocard / neurocard

deeprob-org / deeprob-kit

bertini36 / GMM

PGM-Lab / probai-2021-pyro

kesslerlib / kessler

arranger1044 / probabilistic-circuits

JamesYang007 / autoppl

kourouklides / artificial_neural_networks

weijie-chen / Probability_Theory

FahdSeddik / DeepLearning.AI-Natural-Language-Processing-Specialization

stefanwebb / flowtorch-old

pinellolab / pyrovelocity

$fractalrabbit$ NationalSecurityAgency / fractalrabbit