7 results found Sort:

Nixtla
neuralforecast Nixtla
378
3.3k
apache-2.0
34
Scalable and user friendly neural :brain: forecasting algorithms.
tft hint esrnn nhits deepar nbeats nbeatsx pytorch baselines forecasting time-series transformer baselines-zoo deep-learning neural-network machine-learning robust-regression deep-neural-networks hierarchical-forecasting probabilistic-forecasting
Created 2021-04-26
1,220 commits to main branch, last one 8 days ago
skforecast
skforecast skforecast
145
1.2k
bsd-3-clause
8
Time series forecasting with machine learning models
arima python sarimax xgboost lightgbm forecasting time-series data-science scikit-learn machine-learning direct-forecasting exogenous-predictors lstm-neural-networks quantile-forecasting multi-step-forecasting backtesting-forecasters multi-series-forecasting probabilistic-forecasting autoregressive-forecasting multiple-time-series-forecasting
Created 2021-02-10
4,025 commits to master branch, last one 2 months ago
FilippoMB
Time-series-classification-and-clustering-with-Reservoir-Computing FilippoMB
85
359
mit
20
Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.
echo-state-networks reservoir-computing time-series-clustering missing-data-imputation time-series-forecasting probabilistic-forecasting phase-space-reconstruction time-series-classification machine-learning-algorithms
Created 2018-03-13
73 commits to master branch, last one 20 days ago
StatMixedML
LightGBMLSS StatMixedML
30
289
apache-2.0
11
An extension of LightGBM to probabilistic modelling
gamlss lightgbm machine-learning normalizing-flows prediction-intervals mixture-density-model uncertainty-estimation distributional-regression probabilistic-forecasting
Created 2020-07-03
194 commits to master branch, last one 10 months ago
PYFTS
pyFTS PYFTS
55
269
gpl-3.0
17
An open source library for Fuzzy Time Series in Python
fts python series interval fuzzy-sets forecasting fuzzy-rules time-series data-science econometrics fuzzy-systems series-models fuzzy-sets-syst fuzzy-time-series forecasting-models time-series-analysis time-series-forecasting probabilistic-forecasting
Created 2015-11-17
580 commits to master branch, last one about a year ago
Rose-STL-Lab
dyffusion Rose-STL-Lab
21
179
apache-2.0
2
[NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
neurips pytorch diffusion neurips-2023 deep-learning diffusion-models machine-learning pytorch-lightning ensemble-forecasts probabilistic-forecasting spatiotemporal-forecasting
Created 2023-06-02
20 commits to main branch, last one 3 months ago
FilippoMB
Ensemble-Conformalized-Quantile-Regression FilippoMB
10
87
mit
2
Valid and adaptive prediction intervals for probabilistic time series forecasting
random-forest quantile-regression conformal-prediction prediction-intervals frequentist-statistics time-series-prediction time-series-forecasting ensemble-machine-learning probabilistic-forecasting recurrent-neural-networks uncertainty-quantification frequentistic-confidence-intervals
Created 2022-02-11
26 commits to main branch, last one 2 years ago