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🙈time-series

30 repositories

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

2,967 271 Updated Aug 8, 2024

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

Python 155 18 Updated Aug 26, 2023

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

Jupyter Notebook 2,767 528 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 20,038 4,647 Updated Feb 20, 2026

Time series forecasting with PyTorch

Python 4,796 802 Updated Feb 26, 2026

This curated list contains python packages for time series analysis

2,233 365 Updated Feb 10, 2023

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

Python 1,451 258 Updated Feb 20, 2023

list of papers, code, and other resources

1,040 162 Updated Aug 13, 2025

A unified framework for machine learning with time series

Python 9,565 1,863 Updated Feb 28, 2026

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

Jupyter Notebook 875 199 Updated Jan 18, 2024

An index of algorithms for learning causality with data

3,248 474 Updated Jan 22, 2025

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

Jupyter Notebook 1,036 324 Updated Feb 5, 2026

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

Rust 2,832 222 Updated Feb 5, 2026

Implementation of deep learning models for time series in PyTorch.

Python 394 98 Updated Apr 3, 2020

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

Python 367 64 Updated May 1, 2025

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

Python 150 26 Updated Feb 18, 2024

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

Python 218 32 Updated Jun 10, 2022
Python 790 163 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 2,419 495 Updated Feb 28, 2025

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

Python 6,433 1,289 Updated Jun 20, 2025

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

1,594 146 Updated Apr 6, 2024

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

Jupyter Notebook 525 355 Updated Apr 13, 2023

A curated list of awesome self-supervised methods

6,362 837 Updated Feb 24, 2026

A Library for Advanced Deep Time Series Models for General Time Series Analysis.

Python 11,615 1,851 Updated Feb 23, 2026

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

Python 1,065 77 Updated Mar 7, 2024

Resources about time series forecasting and deep learning.

770 67 Updated Feb 12, 2026

A Redis module for serving tensors and executing deep learning graphs

C 840 107 Updated Aug 20, 2025