Repository Index

Chronos: Pretrained Models for Time Series Forecasting

• forecasting
• large-language-models
• llm
• machine-learning

Probabilistic time series modeling in Python

• time-series
• deep-learning
• forecasting
• neural-networks

TimeGPT-2.1: 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 🚀.

• time-series
• time-series-forecasting
• deep-learning
• forecasting

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

• deep-learning
• time-series
• time-series-analysis
• time-series-forecasting

The machine learning toolkit for time series analysis in Python

• time-series
• timeseries
• time-series-analysis
• time-series-clustering

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

• timeseries
• transformer
• forecasting
• anomalydetection

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

• time-series-forecasting
• lstm-neural-networks
• lstm
• deep-learning

[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

• cross-modal-learning
• cross-modality
• deep-learning
• language-model

Python library for time series forecasting using scikit-learn compatible models, statistical methods, and foundation models

• forecasting
• scikit-learn
• machine-learning
• python