The Top 23 Python Forecasting Open Source Projects

Open source projects categorized as Python Forecasting

Categories > Machine Learning > Forecasting

Categories > Programming Languages > Python

total releases 449most recent commit 3 months ago

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 22 days ago

Statsmodels ⭐ 9,242

Statsmodels: statistical modeling and econometrics in Python

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

Autogluon ⭐ 7,109

Fast and Accurate ML in 3 Lines of Code

dependent packages 14total releases 1,168most recent commit 2 days ago

Darts ⭐ 6,903

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

dependent packages 17total releases 32most 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 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 24 days ago

Informer2020 ⭐ 4,553

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

most recent commit 4 months 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

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

Awesome_time_series_in_python ⭐ 1,811

This curated list contains python packages for time series analysis

most recent commit a year 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

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 3 months ago

Ltsf Linear ⭐ 1,540

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

most recent commit 4 months 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 27most recent commit 2 months ago

Arch ⭐ 1,212

ARCH models in Python

dependent packages 48total releases 43most recent commit 4 months ago

Pytorch Ts ⭐ 1,068

PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend

total releases 9most recent commit 6 months ago

Autots ⭐ 935

Automated Time Series Forecasting

total releases 9most recent commit 3 months ago

Etna ⭐ 834

ETNA – Time-Series Library

total releases 13most recent commit 9 months ago

The 10 Most Depended On Python 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

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 22 days 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 2 months 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

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 3 months ago

Tbats ⭐ 151

BATS and TBATS forecasting methods

dependent packages 16total releases 15latest release April 17, 2023most recent commit a year ago

Autogluon ⭐ 7,109

Fast and Accurate ML in 3 Lines of Code

dependent packages 14total releases 1,168latest release December 10, 2023most recent commit 2 days ago

Pytorch Forecasting ⭐ 3,439

Time series forecasting with PyTorch

dependent packages 10total releases 34latest release July 26, 2020most recent commit 3 months ago

Skforecast ⭐ 792

Time series forecasting with scikit-learn models

dependent packages 6total releases 19latest release November 16, 2023most recent commit 3 months ago

The 10 Latest Releases In Python Forecasting Open Source Projects

Lightgbmlss ⭐ 179

An extension of LightGBM to probabilistic modelling

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

Autogluon ⭐ 7,109

Fast and Accurate ML in 3 Lines of Code

dependent packages 14total releases 1,168latest release December 10, 2023most recent commit 2 days ago

Mlforecast ⭐ 635

Scalable machine 🤖 learning for time series forecasting.

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

Autots ⭐ 935

Automated Time Series Forecasting

total releases 9latest release November 28, 2023most recent commit 3 months ago

Tsforecasting ⭐ 19

TSForecasting - Automated Time Series Forecasting Framework

total releases 26latest release November 27, 2023most recent commit 5 months ago

Nowcast_lstm ⭐ 47

LSTM neural networks for nowcasting economic data.

total releases 14latest release November 24, 2023most recent commit 5 months ago

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