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🙈time-series

30 repositories

A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.

2,686 253 Updated Aug 8, 2024

Implementation of ETSformer, state of the art time-series Transformer, in Pytorch

Python 152 20 Updated Aug 26, 2023

List of papers, code and experiments using deep learning for time series forecasting

Jupyter Notebook 2,673 531 Updated Mar 16, 2024

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

Python 19,006 4,573 Updated Oct 28, 2024

Time series forecasting with PyTorch

Python 4,202 664 Updated Mar 20, 2025

This curated list contains python packages for time series analysis

2,160 368 Updated Feb 10, 2023

proof of concept for a transformer-based time series prediction model

Python 1,373 246 Updated Feb 20, 2023

list of papers, code, and other resources

987 160 Updated Jul 13, 2024

A unified framework for machine learning with time series

Python 8,265 1,502 Updated Mar 21, 2025

Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

Jupyter Notebook 840 192 Updated Jan 18, 2024

An index of algorithms for learning causality with data

3,110 466 Updated Jan 22, 2025

Codebase for Time-series Generative Adversarial Networks (TimeGAN) - NeurIPS 2019

Jupyter Notebook 928 283 Updated Jul 30, 2024

Apache HoraeDB (incubating) is a high-performance, distributed, cloud native time-series database.

Rust 2,722 214 Updated Jan 15, 2025

Implementation of deep learning models for time series in PyTorch.

Python 384 99 Updated Apr 3, 2020

PyTorch code for Learning Deep Time-index Models for Time Series Forecasting (ICML 2023)

Python 356 65 Updated Dec 29, 2023

A Python library that implements ×´Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting×´

Python 119 18 Updated Feb 18, 2024

Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Python 206 34 Updated Jun 10, 2022
Python 701 133 Updated Aug 16, 2023

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

Jupyter Notebook 2,096 443 Updated Feb 28, 2025

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

Python 5,764 1,190 Updated May 27, 2024

A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.

1,349 134 Updated Apr 6, 2024

Notebooks and examples on how to onboard and use various features of Amazon Forecast.

Jupyter Notebook 521 368 Updated Apr 13, 2023

A curated list of awesome self-supervised methods

6,244 836 Updated Jul 3, 2024

A Library for Advanced Deep Time Series Models.

Python 8,316 1,326 Updated Mar 7, 2025

Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

Python 1,058 80 Updated Mar 7, 2024

Resources about time series forecasting and deep learning.

633 59 Updated Mar 21, 2025

A Redis module for serving tensors and executing deep learning graphs

C 831 105 Updated Feb 18, 2025