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The Top 23 Deep Learning Forecasting Open Source Projects

Open source projects categorized as Deep Learning Forecasting
Categories > Machine Learning > Deep Learning
Categories > Machine Learning > Forecasting
Applied Ml ⭐ 24,828
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
most recent commit 6 months 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 3 months ago
Autogluon ⭐ 7,109
Fast and Accurate ML in 3 Lines of Code
dependent packages 14total releases 1,168most recent commit 3 days agopypi autogluon.core} Downloads
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 agopypi darts} Downloads
Awesome Project Ideas ⭐ 6,856
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
most recent commit a year 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 25 days agopypi tsai} Downloads
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 3 days agopypi gluonts} Downloads
Neural_prophet ⭐ 3,512
NeuralProphet: A simple forecasting package
dependent packages 3total releases 24most recent commit 3 months agopypi neuralprophet} Downloads
Pytorch Forecasting ⭐ 3,439
Time series forecasting with PyTorch
dependent packages 10total releases 34most recent commit 3 months agopypi pytorch-forecasting} Downloads
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 agopypi neuralforecast} Downloads
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
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
Time Series Transformers Review ⭐ 1,519
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
most recent commit 7 months ago
Nixtla ⭐ 1,144
Python SDK for TimeGPT
dependent packages 3total releases 28most recent commit 3 months agopypi nixtlats} Downloads
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
Time Series Prediction ⭐ 762
tfts: Time series deep learning models in TensorFlow
total releases 11most recent commit 4 months ago
N Beats ⭐ 686
Keras/Pytorch implementation of N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.
most recent commit a year ago
Awesome Ai For Time Series Papers ⭐ 627
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
most recent commit 7 months ago
Failed Ml ⭐ 585
Compilation of high-profile real-world examples of failed machine learning projects
most recent commit 6 months ago
The 10 Most Depended On Deep Learning Forecasting Open Source Projects
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 agopypi darts} Downloads
Gluonts ⭐ 4,288
Probabilistic time series modeling in Python
dependent packages 16total releases 107latest release December 07, 2023most recent commit 3 days agopypi gluonts} Downloads
Autogluon ⭐ 7,109
Fast and Accurate ML in 3 Lines of Code
dependent packages 14total releases 1,168latest release December 10, 2023most recent commit 3 days agopypi autogluon.core} Downloads
Modeltime ⭐ 483
Modeltime unlocks time series forecast models and machine learning in one framework
dependent packages 11total releases 27latest release September 02, 2023most recent commit 4 months ago
Pytorch Forecasting ⭐ 3,439
Time series forecasting with PyTorch
dependent packages 10total releases 34latest release July 26, 2020most recent commit 3 months agopypi pytorch-forecasting} Downloads
Neuralforecast ⭐ 2,121
Scalable and user friendly neural :brain: forecasting algorithms.
dependent packages 5total releases 20latest release October 05, 2023most recent commit 3 months agopypi neuralforecast} Downloads
Neural_prophet ⭐ 3,512
NeuralProphet: A simple forecasting package
dependent packages 3total releases 24latest release September 19, 2023most recent commit 3 months agopypi neuralprophet} Downloads
Nixtla ⭐ 1,144
Python SDK for TimeGPT
dependent packages 3total releases 28latest release December 09, 2023most recent commit 3 months agopypi nixtlats} Downloads
The 10 Latest Releases In Deep Learning Forecasting Open Source Projects
Autogluon ⭐ 7,109
Fast and Accurate ML in 3 Lines of Code
dependent packages 14total releases 1,168latest release December 10, 2023most recent commit 3 days agopypi autogluon.core} Downloads
Nixtla ⭐ 1,144
Python SDK for TimeGPT
dependent packages 3total releases 28latest release December 09, 2023most recent commit 3 months agopypi nixtlats} Downloads
Gluonts ⭐ 4,288
Probabilistic time series modeling in Python
dependent packages 16total releases 107latest release December 07, 2023most recent commit 3 days agopypi gluonts} Downloads
Scalecast ⭐ 292
The practitioner's forecasting library
total releases 186latest release December 04, 2023most recent commit 3 months ago
Autots ⭐ 935
Automated Time Series Forecasting
total releases 9latest release November 28, 2023most recent commit 3 months ago
Nowcast_lstm ⭐ 47
LSTM neural networks for nowcasting economic data.
total releases 14latest release November 24, 2023most recent commit 5 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 agopypi darts} Downloads
Tsad ⭐ 27
Package for Time Series Forecasting and Anomaly Detection Problems.
total releases 37latest release November 18, 2023most recent commit 4 months ago
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