Popular GitHub Repositories for Time Series

An open-source, low-code machine learning library in Python

A python library for user-friendly forecasting and anomaly detection on time series.

A Library for Advanced Deep Time Series Models.

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

All-in-One Development Tool based on PaddlePaddle（飞桨低代码开发工具）

Probabilistic time series modeling in Python

Merlion: A Machine Learning Framework for Time Series Intelligence

List of tools & datasets for anomaly detection on time-series data.

The machine learning toolkit for time series analysis in Python

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

TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code ?.

Algorithms for outlier, adversarial and drift detection

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

A portable accelerated data query and LLM-inference engine, written in Rust, for data-grounded AI apps and agents.

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

TODS: An Automated Time-series Outlier Detection System

Synthetic data generators for tabular and time-series data

PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend

Automated Time Series Forecasting

RNN based Time-series Anomaly detector model implemented in Pytorch.