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The Top 2,109 Forecasting Open Source Projects

Categories > Machine Learning > Forecasting
Applied Ml ⭐ 21,242
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
most recent commit 24 days ago
Prophet ⭐ 14,925
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
dependent packages 51total releases 14most recent commit 5 days agopypi fbprophet} Downloads
Statsmodels ⭐ 7,765
Statsmodels: statistical modeling and econometrics in Python
dependent packages 1,185total releases 30most recent commit 5 days agopypi statsmodels} Downloads
Awesome Project Ideas ⭐ 6,113
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
most recent commit 9 months ago
Sktime ⭐ 5,722
A unified framework for machine learning with time series
dependent packages 26total releases 29most recent commit 7 hours agopypi sktime} Downloads
Darts ⭐ 4,698
A python library for easy manipulation and forecasting of time series.
dependent packages 7total releases 25most recent commit 13 hours agopypi darts} Downloads
Gluonts ⭐ 2,984
Probabilistic time series modeling in Python
most recent commit 3 days ago
Merlion ⭐ 2,722
Merlion: A Machine Learning Framework for Time Series Intelligence
total releases 13most recent commit 3 days ago
Neural_prophet ⭐ 2,548
NeuralProphet: A simple forecasting package
total releases 7most recent commit 17 hours ago
Tsai ⭐ 2,305
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 1total releases 41most recent commit a month agopypi tsai} Downloads
Pytorch Forecasting ⭐ 2,277
Time series forecasting with PyTorch
dependent packages 4total releases 32most recent commit 3 days agopypi pytorch-forecasting} Downloads
Informer2020 ⭐ 2,274
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
most recent commit 6 months ago
Forecasting ⭐ 2,122
Time Series Forecasting Best Practices & Examples
most recent commit 9 months ago
Deep Learning Time Series ⭐ 1,811
List of papers, code and experiments using deep learning for time series forecasting
most recent commit a month ago
Awesome_time_series_in_python ⭐ 1,726
This curated list contains python packages for time series analysis
most recent commit a month ago
Statsforecast ⭐ 1,485
Lightning ⚡️ fast forecasting with statistical and econometric models.
dependent packages 5total releases 11most recent commit 3 days agopypi statsforecast} Downloads
Orbit ⭐ 1,463
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
dependent packages 1total releases 17most recent commit 12 days agopypi orbit-ml} Downloads
Pmdarima ⭐ 1,250
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 45total releases 21most recent commit 3 days agopypi pmdarima} Downloads
Flow Forecast ⭐ 1,132
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
most recent commit 7 days ago
Forecast ⭐ 1,000
forecast package for R
dependent packages 147total releases 86most recent commit 25 days ago
Arch ⭐ 982
ARCH models in Python
dependent packages 27total releases 36most recent commit 21 days agopypi arch} Downloads
Stockpriceprediction ⭐ 848
Stock Price Prediction using Machine Learning Techniques
most recent commit 8 months ago
Transdim ⭐ 837
Machine learning for transportation data imputation and prediction.
most recent commit a day ago
Wrf ⭐ 832
The official repository for the Weather Research and Forecasting (WRF) model
most recent commit 12 days ago
Tensor House ⭐ 792
A collection of reference machine learning and optimization models for enterprise operations: marketing, pricing, supply chain
most recent commit 21 days ago
Awesome Trajectory Prediction ⭐ 771
most recent commit 4 months ago
Neuralforecast ⭐ 765
Scalable and user friendly neural :brain: forecasting algorithms for time series data 〰️.
total releases 9most recent commit 3 months ago
Pytorch Ts ⭐ 736
PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend
total releases 9most recent commit 2 months ago
T Gcn ⭐ 703
Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method
most recent commit 2 months ago
Nilmtk ⭐ 676
Non-Intrusive Load Monitoring Toolkit (nilmtk)
most recent commit a month ago
Etna ⭐ 622
ETNA – Time-Series Library
total releases 16most recent commit 6 hours ago
N Beats ⭐ 620
Keras/Pytorch implementation of N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.
most recent commit 3 days ago
Luminaire ⭐ 618
Luminaire is a python package that provides ML driven solutions for monitoring time series data.
total releases 17most recent commit 2 days ago
Argoverse Api ⭐ 610
Official GitHub repository for Argoverse dataset
most recent commit 24 days ago
Awesome Ai Usecases ⭐ 597
A list of awesome and proven Artificial Intelligence use cases and applications
most recent commit 4 years ago
Autots ⭐ 580
Automated Time Series Forecasting
dependent packages 1total releases 40most recent commit 11 days agopypi AutoTS} Downloads
Financeops ⭐ 568
Research in investment finance with Python Notebooks
most recent commit 7 months ago
Web Traffic Forecasting ⭐ 552
Kaggle | Web Traffic Forecasting 📈
most recent commit 5 years ago
M4 Methods ⭐ 539
Data, Benchmarks, and methods submitted to the M4 forecasting competition
most recent commit 3 years ago
Django Ledger ⭐ 536
A bookkeeping & financial analysis engine for the Django Framework. UNDER ACTIVE DEVELOPMENT & NOT STABLE YET.
total releases 12most recent commit 3 days ago
Timetk ⭐ 506
Time series analysis in the `tidyverse`
dependent packages 22total releases 18most recent commit a month ago
Fable ⭐ 487
Tidy time series forecasting
most recent commit 10 days ago
Time Series Transformers Review ⭐ 486
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
most recent commit 8 days ago
Awesome Time Series ⭐ 476
list of papers, code, and other resources
most recent commit 4 months ago
Gnn4traffic ⭐ 461
This is the repository for the collection of Graph Neural Network for Traffic Forecasting.
most recent commit 22 days ago
Fedot ⭐ 448
Automated modeling and machine learning framework FEDOT
total releases 12most recent commit 3 days ago
Atspy ⭐ 409
AtsPy: Automated Time Series Models in Python (by @firmai)
total releases 39most recent commit 8 months ago
M5 Methods ⭐ 405
Data, Benchmarks, and methods submitted to the M5 forecasting competition
most recent commit 2 months ago
Modeltime ⭐ 397
Modeltime unlocks time series forecast models and machine learning in one framework
dependent packages 11total releases 20most recent commit 16 days ago
Data Science Tutorials ⭐ 395
Data Science Tutorials
most recent commit 2 years ago
Trajectron Plus Plus ⭐ 390
Code accompanying the ECCV 2020 paper "Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous Data" by Tim Salzmann*, Boris Ivanovic*, Punarjay Chakravarty, and Marco Pavone (* denotes equal contribution).
most recent commit 3 months ago
Time Series Forecasting With Python ⭐ 383
A use-case focused tutorial for time series forecasting with python
most recent commit 10 days ago
Pyaf ⭐ 378
PyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.
dependent packages 4total releases 12most recent commit a month agopypi pyaf} Downloads
Timeseries_seq2seq ⭐ 362
This repo aims to be a useful collection of notebooks/code for understanding and implementing seq2seq neural networks for time series forecasting. Networks are constructed with keras/tensorflow.
most recent commit 3 years ago
Awesome Risk Quantification ⭐ 340
A collection of awesome projects, blog posts, books, and talks on quantifying risk
most recent commit 2 years ago
Scinet ⭐ 309
The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2022)
most recent commit 10 days ago
Wrf Python ⭐ 306
A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting (WRF-ARW) Model.
dependent packages 3total releases 18most recent commit 3 months agopypi wrf-python} Downloads
Timeseriesanalysiswithpython ⭐ 296
Time Series Analysis with Python
most recent commit 6 years ago
Deep Time Series Prediction ⭐ 287
Seq2Seq, Bert, Transformer, WaveNet for time series prediction.
most recent commit 9 months ago
Competition Winners ⭐ 275
The code for the prize winners in DrivenData competitions.
most recent commit a month ago
538model ⭐ 269
538 Election Forecasting Model
most recent commit 6 years ago
Time Series Deep Learning State Of The Art ⭐ 269
Scientific time series and deep learning state of the art
most recent commit 2 years ago
Time Series Papers ⭐ 262
List of awesome papers about time series, mainly including algorithms based on machine learning | 收录时间序列分析中各个研究领域的高水平文章，主要包含基于机器学习的算法
most recent commit 3 years ago
Load_forecasting ⭐ 260
Forecasting electric power load of Delhi using ARIMA, RNN, LSTM, and GRU models
most recent commit 8 months ago
Deeplearningfortimeseriesforecasting ⭐ 258
A tutorial demonstrating how to implement deep learning models for time series forecasting
most recent commit 3 years ago
Prophet Ruby ⭐ 256
Time series forecasting for Ruby
total releases 14most recent commit 2 months ago
Time Series Autoencoder ⭐ 254
📈 PyTorch dual-attention LSTM-autoencoder for multivariate Time Series 📈
most recent commit 2 months ago
Tsstudio ⭐ 247
Tools for time series analysis and forecasting
dependent packages 1total releases 7most recent commit 2 years ago
Notebooks ⭐ 246
atoti notebooks gallery
most recent commit 3 days ago
Da Rnn ⭐ 242
Dual-Stage Attention-Based Recurrent Neural Net for Time Series Prediction
most recent commit 2 years ago
Companies Using R ⭐ 227
A Curated list of R uses in entreprise
most recent commit a year ago
Nfl Elo Game ⭐ 215
Data and code for FiveThirtyEight's NFL game
most recent commit a year ago
Pyfts ⭐ 207
An open source library for Fuzzy Time Series in Python
total releases 6most recent commit 11 days ago
Remixautoml ⭐ 206
R package for automation of machine learning, forecasting, feature engineering, model evaluation, model interpretation, recommenders, and EDA.
most recent commit 8 hours ago
Seriesnet ⭐ 202
Time series prediction using dilated causal convolutional neural nets (temporal CNN)
most recent commit 3 months ago
Deep Learning For Hackers ⭐ 196
Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)
most recent commit 2 years ago
Statespacemodels.jl ⭐ 195
StateSpaceModels.jl is a Julia package for time-series analysis using state-space models.
most recent commit 2 months ago
Hands On Python For Finance ⭐ 194
Hands-on Python for Finance published by Packt.
most recent commit 3 months ago
Covid19 Severity Prediction ⭐ 194
Extensive and accessible COVID-19 data + forecasting for counties and hospitals. 📈
most recent commit a year ago
Skforecast ⭐ 190
Time series forecasting with scikit-learn models
total releases 7most recent commit 2 days ago
Esrnn Gpu ⭐ 188
PyTorch GPU implementation of the ES-RNN model for time series forecasting
most recent commit 3 years ago
Astgcn ⭐ 183
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019
most recent commit 3 years ago
Ssq ⭐ 181
该项目用于预测双色球，目前仍处于开发中。（This project is dedicated to forecasting the result of welfare lottery named Union Lotto in China.）
most recent commit a year ago
Hierarchicalforecast ⭐ 178
Hierarchical 👑 forecasting with statistical and econometric methods.
most recent commit 3 days ago
Dilate ⭐ 176
Code for our NeurIPS 2019 paper "Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models"
most recent commit 2 years ago
Ltsf Linear ⭐ 176
This is an official implementation for "Are Transformers Effective for Time Series Forecasting?"
most recent commit a month ago
Financial_forecasting_with_tensorflowjs ⭐ 175
This is the code for "Financial Forecasting with Tensorflow.js" By Siraj Raval on Youtube
most recent commit 4 years ago
Climpred ⭐ 174
🌎 Verification of weather and climate forecasts 🌍
dependent packages 2total releases 19most recent commit 12 days agopypi climpred} Downloads
Awesome Ai For Time Series Papers ⭐ 172
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
most recent commit 4 days ago
Time Series Forecasting ⭐ 167
most recent commit 2 years ago
Xskillscore ⭐ 161
Metrics for verifying forecasts
dependent packages 3total releases 23most recent commit 20 days agopypi xskillscore} Downloads
Pecan ⭐ 161
The Predictive Ecosystem Analyzer (PEcAn) is an integrated ecological bioinformatics toolbox.
most recent commit 4 days ago
Traffic_prediction ⭐ 158
Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).
most recent commit 2 months ago
Timeseries ⭐ 153
Timeseries for everyone
most recent commit 2 months ago
Sweep ⭐ 151
Extending broom for time series forecasting
dependent packages 1total releases 5most recent commit 7 months ago
Stgcn ⭐ 149
The PyTorch version of STGCN.
most recent commit 6 days ago
Datasciencetools ⭐ 146
Useful Data Science and Machine Learning Tools,Libraries and Packages
most recent commit 3 months ago
Cikm Cup 2017 ⭐ 145
CIKM AnalytiCup 2017: Short-Term Precipitation Forecasting Based on Radar Reflectivity Images
most recent commit 4 years ago
Fasster ⭐ 144
Forecasting with Additive Switching of Seasonality, Trend and Exogenous Regressors
most recent commit 24 days ago
Forecastxgb R Package ⭐ 140
An R package for time series models and forecasts with xgboost compatible with {forecast} S3 classes
most recent commit 5 years ago
1-100 of 2,109 projects
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