The Top 23 Forecasting Open Source Projects

Open source projects categorized as Forecasting

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Applied Ml ⭐ 24,828

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

most recent commit 7 months ago

Mindsdb ⭐ 19,723

Build AI 🤖 using SQL

total releases 449most recent commit 3 months ago

Prophet ⭐ 17,693

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

dependent packages 87total releases 11most recent commit a month ago

Deeplearningexamples ⭐ 12,073

State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

most recent commit 4 months ago

Statsmodels ⭐ 9,242

Statsmodels: statistical modeling and econometrics in Python

dependent packages 2,135total releases 35most recent commit 3 months ago

Sktime ⭐ 7,405

A unified framework for machine learning with time series

dependent packages 57total releases 57most recent commit 13 days ago

Autogluon ⭐ 7,167

Fast and Accurate ML in 3 Lines of Code

dependent packages 14total releases 1,168most recent commit a day ago

Darts ⭐ 6,903

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

dependent packages 17total releases 32most recent commit 4 months ago

Awesome Project Ideas ⭐ 6,856

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

most recent commit a year ago

Postgresml ⭐ 5,135

The GPU-powered AI application database. Get your app to market faster using the simplicity of SQL and the latest NLP, ML + LLM models.

dependent packages 1total releases 23most recent commit 3 months ago

Tsai ⭐ 4,659

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

dependent packages 2total releases 47most recent commit a month ago

Informer2020 ⭐ 4,553

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

most recent commit 4 months ago

Gluonts ⭐ 4,288

Probabilistic time series modeling in Python

dependent packages 16total releases 107most recent commit 15 days ago

Neural_prophet ⭐ 3,512

NeuralProphet: A simple forecasting package

dependent packages 3total releases 24most recent commit 3 months ago

Pytorch Forecasting ⭐ 3,439

Time series forecasting with PyTorch

dependent packages 10total releases 34most recent commit 3 months ago

Statsforecast ⭐ 3,339

Lightning ⚡️ fast forecasting with statistical and econometric models.

dependent packages 26total releases 27most recent commit 3 months ago

Merlion ⭐ 3,179

Merlion: A Machine Learning Framework for Time Series Intelligence

dependent packages 3total releases 18most recent commit 8 months ago

Forecasting ⭐ 2,540

Time Series Forecasting Best Practices & Examples

most recent commit a year ago

Neuralforecast ⭐ 2,121

Scalable and user friendly neural 🧠 forecasting algorithms.

dependent packages 5total releases 20most recent commit 3 months ago

Deep Learning Time Series ⭐ 1,811

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

most recent commit 2 years ago

Awesome_time_series_in_python ⭐ 1,811

This curated list contains python packages for time series analysis

most recent commit a year ago

Orbit ⭐ 1,776

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

dependent packages 1total releases 21most recent commit 3 months ago

Flow Forecast ⭐ 1,759

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

most recent commit 4 months ago

The 10 Most Depended On Forecasting Open Source Projects

Statsmodels ⭐ 9,242

Statsmodels: statistical modeling and econometrics in Python

dependent packages 2,135total releases 35latest release May 05, 2023most recent commit 3 months ago

Forecast ⭐ 1,080

forecast package for R

dependent packages 200total releases 92latest release August 31, 2023most recent commit 4 months ago

Prophet ⭐ 17,693

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

dependent packages 87total releases 11latest release October 10, 2023most recent commit a month ago

Pmdarima ⭐ 1,517

A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.

dependent packages 82total releases 27latest release October 23, 2023most recent commit 3 months ago

Sktime ⭐ 7,405

A unified framework for machine learning with time series

dependent packages 57total releases 57latest release November 06, 2023most recent commit 13 days ago

Arch ⭐ 1,212

ARCH models in Python

dependent packages 48total releases 43latest release September 26, 2023most recent commit 4 months ago

Statsforecast ⭐ 3,339

Lightning ⚡️ fast forecasting with statistical and econometric models.

dependent packages 26total releases 27latest release August 23, 2023most recent commit 3 months ago

Timetk ⭐ 594

Time series analysis in the `tidyverse`

dependent packages 24total releases 23latest release October 31, 2023most recent commit 4 months ago

Darts ⭐ 6,903

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

dependent packages 17total releases 32latest release November 18, 2023most recent commit 4 months ago

Gluonts ⭐ 4,288

Probabilistic time series modeling in Python

dependent packages 16total releases 107latest release December 07, 2023most recent commit 15 days ago

The 10 Latest Releases In Forecasting Open Source Projects

Lightgbmlss ⭐ 179

An extension of LightGBM to probabilistic modelling

total releases 3latest release January 19, 2024most recent commit 4 months ago

Autogluon ⭐ 7,167

Fast and Accurate ML in 3 Lines of Code

dependent packages 14total releases 1,168latest release December 10, 2023most recent commit a day ago

Nixtla ⭐ 1,144

Python SDK for TimeGPT

dependent packages 3total releases 28latest release December 09, 2023most recent commit 4 months ago

Mlforecast ⭐ 635

Scalable machine 🤖 learning for time series forecasting.

dependent packages 3total releases 32latest release December 07, 2023most recent commit 4 months ago

Gluonts ⭐ 4,288

Probabilistic time series modeling in Python

dependent packages 16total releases 107latest release December 07, 2023most recent commit 15 days ago

Mindsdb ⭐ 19,723

Build AI 🤖 using SQL

total releases 449latest release December 07, 2023most recent commit 3 months ago

Postgresml ⭐ 5,135

The GPU-powered AI application database. Get your app to market faster using the simplicity of SQL and the latest NLP, ML + LLM models.

dependent packages 1total releases 23latest release December 06, 2023most recent commit 3 months ago

Scalecast ⭐ 292

The practitioner's forecasting library

total releases 186latest release December 04, 2023most recent commit 4 months ago

Finnts ⭐ 90

Microsoft Finance Time Series Forecasting Framework (FinnTS) is a forecasting package that utilizes cutting-edge time series forecasting and parallelization on the cloud to produce accurate forecasts for financial data.

total releases 9latest release December 01, 2023most recent commit 5 months ago

Pypots ⭐ 558

A Python toolbox/library for reality-centric machine learning/deep learning on partially-observed time series with PyTorch, including SOTA models supporting tasks of imputation, classification, clustering, and forecasting on incomplete (irregularly-sampled) multivariate time series with NaN missing values/data. https://arxiv.org/abs/2305.18811

total releases 20latest release November 30, 2023most recent commit 4 months ago

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