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The Top 23 Deep Learning Time Series Open Source Projects

Open source projects categorized as Deep Learning Time Series
Categories > Machine Learning > Deep Learning
Categories > Data Storage > Time Series
Darts ⭐ 5,605
A python library for user-friendly forecasting and anomaly detection on time series.
dependent packages 7total releases 25most recent commit 17 hours agopypi darts} Downloads
Autogluon ⭐ 5,525
AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data
most recent commit 16 hours ago
Gluonts ⭐ 3,436
Probabilistic time series modeling in Python
dependent packages 7total releases 58most recent commit a day agopypi gluonts} Downloads
Informer2020 ⭐ 3,421
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
most recent commit 3 days ago
Tsai ⭐ 3,251
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 day agopypi tsai} Downloads
Neural_prophet ⭐ 2,852
NeuralProphet: A simple forecasting package
total releases 7most recent commit a day ago
Pytorch Forecasting ⭐ 2,703
Time series forecasting with PyTorch
dependent packages 4total releases 33most recent commit 2 days agopypi pytorch-forecasting} Downloads
Deepdetect ⭐ 2,446
Deep Learning API and Server in C++14 support for Caffe, PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE
most recent commit 6 days ago
Forecasting ⭐ 2,389
Time Series Forecasting Best Practices & Examples
most recent commit 4 months ago
Deep Learning Time Series ⭐ 1,811
List of papers, code and experiments using deep learning for time series forecasting
most recent commit 7 months ago
Flow Forecast ⭐ 1,376
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
most recent commit a day ago
Sdv ⭐ 1,340
Synthetic Data Generation for tabular, relational and time series data.
dependent packages 5total releases 73most recent commit a day agopypi sdv} Downloads
Neuralforecast ⭐ 1,294
Scalable and user friendly neural :brain: forecasting algorithms.
total releases 9most recent commit 16 hours ago
Awesome Ai Ml Dl ⭐ 1,217
Awesome Artificial Intelligence, Machine Learning and Deep Learning as we learn it. Study notes and a curated list of awesome resources of such topics.
most recent commit 20 days ago
Autoformer ⭐ 957
About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008
most recent commit 24 days ago
Time Series Transformers Review ⭐ 949
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
most recent commit a month ago
Ydata Synthetic ⭐ 904
Synthetic data generators for tabular and time-series data
total releases 21most recent commit 17 hours ago
Getting Things Done With Pytorch ⭐ 873
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.
most recent commit 2 years ago
Ltsf Linear ⭐ 793
This is the official implementation for AAAI-23 Oral paper "Are Transformers Effective for Time Series Forecasting?"
most recent commit 9 days ago
Telemanom ⭐ 793
A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.
most recent commit 8 months ago
Spiceai ⭐ 780
Build apps that learn and adapt. Time series AI for developers.
total releases 49most recent commit 20 days ago
Orion ⭐ 754
A machine learning library for detecting anomalies in signals.
dependent packages 1total releases 26most recent commit 2 days agopypi orion-ml} Downloads
Etna ⭐ 718
ETNA – Time-Series Library
total releases 16most recent commit 18 hours ago
The 9 Most Depended On Deep Learning Time Series Open Source Projects
Modeltime ⭐ 433
Modeltime unlocks time series forecast models and machine learning in one framework
dependent packages 11total releases 20latest release June 01, 2022most recent commit 2 months ago
Darts ⭐ 5,605
A python library for user-friendly forecasting and anomaly detection on time series.
dependent packages 7total releases 25latest release June 22, 2022most recent commit 17 hours agopypi darts} Downloads
Gluonts ⭐ 3,436
Probabilistic time series modeling in Python
dependent packages 7total releases 58latest release June 30, 2022most recent commit a day agopypi gluonts} Downloads
Sdv ⭐ 1,340
Synthetic Data Generation for tabular, relational and time series data.
dependent packages 5total releases 73latest release July 01, 2022most recent commit a day agopypi sdv} Downloads
Pytorch Forecasting ⭐ 2,703
Time series forecasting with PyTorch
dependent packages 4total releases 33latest release May 23, 2022most recent commit 2 days agopypi pytorch-forecasting} Downloads
Orion ⭐ 754
A machine learning library for detecting anomalies in signals.
dependent packages 1total releases 26latest release July 04, 2022most recent commit 2 days agopypi orion-ml} Downloads
Autots ⭐ 690
Automated Time Series Forecasting
dependent packages 1total releases 40latest release June 20, 2022most recent commit 12 days agopypi AutoTS} Downloads
The 10 Latest Releases In Deep Learning Time Series Open Source Projects
Scalecast ⭐ 204
The practitioner's forecasting library
total releases 109latest release July 06, 2022most recent commit 3 days ago
Orion ⭐ 754
A machine learning library for detecting anomalies in signals.
dependent packages 1total releases 26latest release July 04, 2022most recent commit 2 days agopypi orion-ml} Downloads
Sdv ⭐ 1,340
Synthetic Data Generation for tabular, relational and time series data.
dependent packages 5total releases 73latest release July 01, 2022most recent commit a day agopypi sdv} Downloads
Gluonts ⭐ 3,436
Probabilistic time series modeling in Python
dependent packages 7total releases 58latest release June 30, 2022most recent commit a day agopypi gluonts} Downloads
Darts ⭐ 5,605
A python library for user-friendly forecasting and anomaly detection on time series.
dependent packages 7total releases 25latest release June 22, 2022most recent commit 17 hours agopypi darts} Downloads
Autots ⭐ 690
Automated Time Series Forecasting
dependent packages 1total releases 40latest release June 20, 2022most recent commit 12 days agopypi AutoTS} Downloads
Etna ⭐ 718
ETNA – Time-Series Library
total releases 16latest release June 15, 2022most recent commit 18 hours ago
Modeltime ⭐ 433
Modeltime unlocks time series forecast models and machine learning in one framework
dependent packages 11total releases 20latest release June 01, 2022most recent commit 2 months ago
Pytorch Forecasting ⭐ 2,703
Time series forecasting with PyTorch
dependent packages 4total releases 33latest release May 23, 2022most recent commit 2 days agopypi pytorch-forecasting} Downloads
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