Projects in Awesome Lists tagged with probabilistic-forecasting
A curated list of projects in awesome lists tagged with probabilistic-forecasting .
https://github.com/nixtla/neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
baselines baselines-zoo deep-learning deep-neural-networks deepar esrnn forecasting hierarchical-forecasting hint machine-learning nbeats nbeatsx neural-network nhits probabilistic-forecasting pytorch robust-regression tft time-series transformer
Last synced: 16 May 2025
https://github.com/Nixtla/neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
baselines baselines-zoo deep-learning deep-neural-networks deepar esrnn forecasting hierarchical-forecasting hint machine-learning nbeats nbeatsx neural-network nhits probabilistic-forecasting pytorch robust-regression tft time-series transformer
Last synced: 04 Apr 2025
https://github.com/skforecast/skforecast
Time series forecasting with machine learning models
arima autoregressive-forecasting backtesting-forecasters data-science direct-forecasting exogenous-predictors forecasting lightgbm lstm-neural-networks machine-learning multi-series-forecasting multi-step-forecasting multiple-time-series-forecasting probabilistic-forecasting python quantile-forecasting sarimax scikit-learn time-series xgboost
Last synced: 13 May 2025
https://github.com/statmixedml/lightgbmlss
An extension of LightGBM to probabilistic modelling
distributional-regression gamlss lightgbm machine-learning mixture-density-model normalizing-flows prediction-intervals probabilistic-forecasting uncertainty-estimation
Last synced: 04 Apr 2025
https://github.com/PYFTS/pyFTS
An open source library for Fuzzy Time Series in Python
data-science econometrics forecasting forecasting-models fts fuzzy-rules fuzzy-sets fuzzy-sets-syst fuzzy-systems fuzzy-time-series interval probabilistic-forecasting python series series-models time-series time-series-analysis time-series-forecasting
Last synced: 04 Apr 2025
https://pyfts.github.io/pyFTS/
An open source library for Fuzzy Time Series in Python
data-science econometrics forecasting forecasting-models fts fuzzy-rules fuzzy-sets fuzzy-sets-syst fuzzy-systems fuzzy-time-series interval probabilistic-forecasting python series series-models time-series time-series-analysis time-series-forecasting
Last synced: 01 Apr 2025
https://github.com/rose-stl-lab/dyffusion
[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
deep-learning diffusion diffusion-models ensemble-forecasts machine-learning neurips neurips-2023 probabilistic-forecasting pytorch pytorch-lightning spatiotemporal-forecasting
Last synced: 04 Apr 2025
https://github.com/FilippoMB/Ensemble-Conformalized-Quantile-Regression
Valid and adaptive prediction intervals for probabilistic time series forecasting
conformal-prediction ensemble-machine-learning frequentist-statistics frequentistic-confidence-intervals prediction-intervals probabilistic-forecasting quantile-regression random-forest recurrent-neural-networks time-series-forecasting time-series-prediction uncertainty-quantification
Last synced: 11 May 2025
https://github.com/aybchan/uber-time-series
Bayesian time series prediction
deep-learning probabilistic-forecasting pytorch time-series
Last synced: 01 Mar 2025
https://github.com/ray-chew/probabilistic_forecasting_examples
Reproduced the examples and results from the textbook "Probabilistic Forecasting and Bayesian Data Assimilation" in Python
bayesian-optimization data-assimilation probabilistic-forecasting textbook-example
Last synced: 28 Feb 2025
