The Top 53 Forecasting Open Source Projects

Awesome Open Source

Awesome Open Source

Combined Topics

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210

The Top 53 Forecasting Open Source Projects

Categories > Machine Learning > Forecasting

Prophet ⭐ 13,085

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

Awesome Project Ideas ⭐ 5,899

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

Sktime ⭐ 4,266

A unified framework for machine learning with time series

Gluon Ts ⭐ 2,027

Probabilistic time series modeling in Python

Forecasting ⭐ 1,950

Time Series Forecasting Best Practices & Examples

Informer2020 ⭐ 1,549

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

Neural_prophet ⭐ 1,323

NeuralProphet - A simple forecasting model based on Neural Networks in PyTorch

Darts ⭐ 1,235

A python library for easy manipulation and forecasting of time series.

Pytorch Forecasting ⭐ 1,218

Time series forecasting with PyTorch

Pmdarima ⭐ 933

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

Forecast ⭐ 921

forecast package for R

ARCH models in Python

Stockpriceprediction ⭐ 757

Stock Price Prediction using Machine Learning Techniques

Time series Timeseries Deep Learning Pytorch fastai - State-of-the-art Deep Learning with Time Series and Sequences in Pytorch / fastai

Web Traffic Forecasting ⭐ 607

Kaggle | Web Traffic Forecasting 📈

Flow Forecast ⭐ 605

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

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

Non-Intrusive Load Monitoring Toolkit (nilmtk)

Tidy time series forecasting

A toolkit for working with time series in R

Luminaire ⭐ 400

Luminaire is a python package that provides ML driven solutions for monitoring time series data.

Awesome Risk Quantification ⭐ 394

A collection of awesome projects, blog posts, books, and talks on quantifying risk

AtsPy: Automated Time Series Models in Python (by @firmai)

Django Ledger ⭐ 331

A bookkeeping & financial analysis engine for the Django Framework. UNDER ACTIVE DEVELOPMENT & NOT STABLE YET.

PyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.

Tsstudio ⭐ 294

Tools for time series analysis and forecasting

Esrnn Gpu ⭐ 280

PyTorch GPU implementation of the ES-RNN model for time series forecasting

Modeltime ⭐ 269

Modeltime unlocks time series forecast models and machine learning in one framework

Dual-Stage Attention-Based Recurrent Neural Net for Time Series Prediction

Temporal Causal Discovery Framework (PyTorch): discovering causal relationships between time series

Supplychainpy ⭐ 196

Supplychainpy is a Python library for supply chain analysis, modelling and simulation. The library assists a workflow that is reliant on Excel and VBA.

Programs for stock prediction and evaluation

Covid19 Severity Prediction ⭐ 187

Extensive and accessible COVID-19 data + forecasting for counties and hospitals. 📈

Introduction To Time Series Forecasting Python ⭐ 185

Introduction to time series preprocessing and forecasting in Python using AR, MA, ARMA, ARIMA, SARIMA and Prophet model with forecast evaluation.

An open source library for Fuzzy Time Series in Python

Java Timeseries ⭐ 161

Time series analysis in Java

Statespacemodels.jl ⭐ 148

StateSpaceModels.jl is a Julia package for time-series analysis using state-space models.

The Predictive Ecosystem Analyzer (PEcAn) is an integrated ecological bioinformatics toolbox.

Qlik Py Tools ⭐ 142

Data Science algorithms for Qlik implemented as a Python Server Side Extension (SSE).

Wayeb is a Complex Event Processing and Forecasting (CEP/F) engine written in Scala.

Nowcasting ⭐ 120

Deep Quant ⭐ 116

Deep learning for forecasting company fundamental data

Xskillscore ⭐ 116

Metrics for verifying forecasts

Stocks Pattern Analyzer ⭐ 106

This tool should help discover different patterns based on similarity measures in historical (financial) data

Forecastml ⭐ 105

An R package with Python support for multi-step-ahead forecasting with machine learning and deep learning algorithms

Etdataset ⭐ 102

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

A Python library for integrating model-based and judgmental forecasting

Anticipy ⭐ 72

A Python library for time series forecasting

Fpp3 Package ⭐ 55

All data sets required for the examples and exercises in the book "Forecasting: principles and practice" (3rd ed, 2020) by Rob J Hyndman and George Athanasopoulos <http://OTexts.org/fpp3/>. All packages required to run the examples are also loaded.

MSGARCH R Package

Modeltime.gluonts ⭐ 21

GluonTS Deep Learning with Modeltime

Pyncov 19 ⭐ 20

Pyncov-19: Learn and predict the spread of COVID-19

Ts Forecasting Ensemble ⭐ 16

CentOS based Docker container for Time Series Analysis and Modeling.

1-53 of 53 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210