Deep Learning Time Series

List of papers, code and experiments using deep learning for time series forecasting
Alternatives To Deep Learning Time Series
Project NameStarsDownloadsRepos Using ThisPackages Using ThisMost Recent CommitTotal ReleasesLatest ReleaseOpen IssuesLicenseLanguage
Darts5,940716 hours ago25June 22, 2022237apache-2.0Python
A python library for user-friendly forecasting and anomaly detection on time series.
Tsai3,49516 days ago41April 19, 202232apache-2.0Jupyter Notebook
Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
Pytorch Forecasting2,85845 days ago33May 23, 2022391mitPython
Time series forecasting with PyTorch
Deep Learning Time Series1,811
9 months ago8apache-2.0Jupyter Notebook
List of papers, code and experiments using deep learning for time series forecasting
Awesome_time_series_in_python1,811
4 months ago4
This curated list contains python packages for time series analysis
Flow Forecast1,460
3 days ago94gpl-3.0Python
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Pmdarima1,3646457 days ago21February 22, 202242mitPython
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Pytorch Ts958
2 months ago9April 24, 202258mitPython
PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend
Autots74712 days ago40June 20, 20227mitPython
Automated Time Series Forecasting
N Beats686
3 months agomitPython
Keras/Pytorch implementation of N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.
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Deep Learning Time Series Forecasting

PRsWelcome

List of state of the art papers focus on deep learning and resources, code and experiments using deep learning for time series forecasting. Classic methods vs Deep Learning methods, Competitions...

Table of Contents

Papers

2021

2020

2019

2018

2017

2016

Comparative: Classical methods vs Deep Learning methods

Conferences

Competitions

Code

Theory-Resource

Code-Resource

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Python3
Jupyter Notebook
Deep Learning
Deep
Pytorch
Tensorflow
Neural
Time
Series
Lstm
Time Series
Recurrent Neural Networks
Deep Neural Networks
Forecasting
Lstm Neural Networks