Awesome Open Source
Awesome Open Source
Combined Topics
forecasting
x
Advertising
📦 10
All Projects
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
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
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
⭐
759
ARCH models in Python
Stockpriceprediction
⭐
757
Stock Price Prediction using Machine Learning Techniques
Tsai
⭐
657
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).
Orbit
⭐
594
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
Nilmtk
⭐
593
Non-Intrusive Load Monitoring Toolkit (nilmtk)
Fable
⭐
422
Tidy time series forecasting
Timetk
⭐
421
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
⭐
365
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
⭐
315
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
Da Rnn
⭐
263
Dual-Stage Attention-Based Recurrent Neural Net for Time Series Prediction
Tcdf
⭐
244
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.
Stocks
⭐
195
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.
Pyfts
⭐
164
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.
Pecan
⭐
142
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
⭐
139
Wayeb is a Complex Event Processing and Forecasting (CEP/F) engine written in Scala.
Nowcasting
⭐
120
Nowcasting
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.
Ergo
⭐
88
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
⭐
52
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
All Projects
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
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
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