time-series-prediction

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awslabs /gluonts

Star5.1k

Probabilistic time series modeling in Python

aws data-science machine-learning timeseries deep-learning time-series mxnet torch pytorch artificial-intelligence neural-networks forecasting time-series-prediction time-series-forecasting sagemaker

UpdatedAug 14, 2025
Python

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-neural-networks deep-learning time-series transformer rnn spatio-temporal time-series-analysis spatio-temporal-data tcn time-series-prediction spatio-temporal-prediction time-series-forecasting time-series-models spatial-temporal-forecasting paper-lists

UpdatedDec 12, 2025

Alro10 /deep-learning-time-series

Star2.8k

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

deep-neural-networks deep-learning time-series tensorflow prediction python3 pytorch recurrent-neural-networks lstm series-analysis forecasting-models lstm-neural-networks demand-forecasting series-forecasting sales-forecasting time-series-classification time-series-prediction time-series-forecasting series-classification forecasting-competitions

UpdatedMar 16, 2024
Jupyter Notebook

cure-lab /LTSF-Linear

Star2.4k

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

deep-learning time-series pytorch forecasting linear-models aaai time-series-prediction time-series-forecasting forecasting-model aaai2023

UpdatedJan 27, 2024
Python

time-series-foundation-models /lag-llama

Star1.5k

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

timeseries time-series transformers forecasting llama time-series-prediction time-series-forecasting timeseries-forecasting foundation-models time-series-transformer lag-llama

UpdatedJun 6, 2025
Python

Ceruleanacg /Personae

Star1.4k

📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.

reinforcement-learning trading paper stock supervised-learning stock-price-prediction stock-data time-series-prediction

UpdatedNov 29, 2018
Python

LibCity /Bigscity-LibCity

Star1.1k

LibCity: An Open Library for Urban Spatial-temporal Data Mining

deep-learning toolkit traffic eta map-matching representation-learning on-demand-service spatio-temporal traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction pytorch-implementation od-matrix traffic-forecasting estimated-time-of-arrival traffic-accident-prediction traffic-speed-prediction libcity

UpdatedDec 18, 2024
Python

cuge1995 /awesome-time-series

Star1k

list of papers, code, and other resources

time-series spatio-temporal series-forecasting time-series-prediction time-series-forecasting

UpdatedAug 13, 2025

aangelopoulos /conformal-prediction

Star994

Lightweight, useful implementation of conformal prediction on real data.

natural-language-processing computer-vision time-series uncertainty uncertainty-quantification uncertainty-estimation conformal time-series-prediction conformal-prediction distribution-shift conformal-inference

UpdatedNov 14, 2025
Jupyter Notebook

lixus7 /Time-Series-Works-Conferences

Star938

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

deep-learning time-series location spatio-temporal demand-forecasting probabilistic-models spatio-temporal-data anomaly-detection traffic-prediction spatio-temporal-modeling accident-detection multivariate-timeseries time-series-prediction spatio-temporal-prediction time-series-forecasting paper-list time-series-imputation travel-time-prediction

UpdatedNov 12, 2025

jiwidi /time-series-forecasting-with-python

Star685

A use-case focused tutorial for time series forecasting with python

python machine-learning time-series time-series-analysis time-series-prediction time-series-forecasting python-time-series

UpdatedMay 23, 2023
Jupyter Notebook

lmmentel /awesome-time-series

Star646

Resources for working with time series and sequence data

python machine-learning database time-series time-series-database time-series-analysis anomaly-detection time-series-classification time-series-prediction time-series-forecasting time-series-data-mining

UpdatedJul 26, 2025

cure-lab /Awesome-time-series

Star544

A comprehensive survey on the time series domains

time-series time-series-analysis anomaly-detection time-series-classification time-series-prediction time-series-forecasting

UpdatedMar 22, 2024

maxim5 /time-series-machine-learning

Star376

Machine learning models for time series analysis

python machine-learning statistics deep-learning time-series neural-network bitcoin tensorflow ethereum blockchain recurrent-neural-networks cryptocurrency xgboost quantitative-finance financial-engineering poloniex-api time-series-prediction poloniex-trade-bot

UpdatedAug 19, 2021
Python

regel /loudml

Sponsor

Star304

Loud ML is the first open-source AI solution for ICT and IoT automation

machine-learning database monitoring deep-learning time-series tensorflow time-series-prediction

UpdatedDec 8, 2022
Python

aptx1231 /Traffic-Prediction-Open-Code-Summary

Star273

Summary of open source code for deep learning models in the field of traffic prediction

open-source deep-learning traffic on-demand on-demand-service spatio-temporal graph-convolutional-networks traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction graph-neural-networks paper-list estimated-time-of-arrival traffic-accident-prediction open-code traffic-speed-prediction travel-time-prediction libcity

UpdatedNov 17, 2022

flo7up /relataly-public-python-tutorials

Star156

Beginner-friendly collection of Python notebooks for various use cases of machine learning, deep learning, and analytics. For each notebook there is a separate tutorial on the relataly.com blog.

python twitter-bot data-science machine-learning reinforcement-learning deep-learning time-series neural-network recurrent-neural-networks feature-selection openai neural-networks stock-price-prediction churn-prediction keras-tensorflow stock-market-prediction time-series-prediction time-series-forecasting scikit-learn-python openai-api

UpdatedAug 9, 2023
Jupyter Notebook

chickenbestlover /Online-Recurrent-Extreme-Learning-Machine

Star155

Online-Recurrent-Extreme-Learning-Machine (OR-ELM) for time-series prediction, implemented in python

time-series elm online-learning extreme-learning-machine online-learning-algorithms time-series-prediction oselm os-elm or-elm online-sequential-elm sequential-learning online-sequential-learning

UpdatedJul 16, 2019
Jupyter Notebook

Geo-Joy /Deep-Learning-for-Time-Series-Forecasting

Star142

This repository is designed to teach you, step-by-step, how to develop deep learning methods for time series forecasting with concrete and executable examples in Python.

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

UpdatedJan 3, 2019

ServiceNow /TACTiS

Star138

TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series, from ServiceNow Research

machine-learning timeseries deep-learning time-series neural-network transformers forecasting time-series-prediction copulas

UpdatedMay 3, 2024
Python

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