TSForecastingThis repository contains the implementations related to the experiments of a set of publicly available datasets that are used in the time series forecasting research space.
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AutoTSAutomated Time Series Forecasting
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query-selectorLONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION
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Informer2020The GitHub repository for the paper "Informer" accepted by AAAI 2021.
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tsfeaturesCalculates various features from time series data. Python implementation of the R package tsfeatures.
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PyftsAn open source library for Fuzzy Time Series in Python
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mlforecastScalable machine 🤖 learning for time series forecasting.
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AtspyAtsPy: Automated Time Series Models in Python (by @firmai)
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Deep XFPackage towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.
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MerlionMerlion: A Machine Learning Framework for Time Series Intelligence
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modeltime.resampleResampling Tools for Time Series Forecasting with Modeltime
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Statespacemodels.jlStateSpaceModels.jl is a Julia package for time-series analysis using state-space models.
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ForecastingTime Series Forecasting Best Practices & Examples
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dbnRGaussian dynamic Bayesian networks structure learning and inference based on the bnlearn package
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ArchARCH models in Python
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ewstoolsPython package for early warning signals (EWS) of bifurcations in time series data.
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forecasting modelsAn overview of univariate time series forecasting models with sample code.
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SktimeA unified framework for machine learning with time series
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PyafPyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.
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notebooksCode examples for pyFTS
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Flow ForecastDeep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
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SCINetForecast time series and stock prices with SCINet
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MsgarchMSGARCH R Package
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sknifedatarsknifedatar is a package that serves primarily as an extension to the modeltime 📦 ecosystem. In addition to some functionalities of spatial data and visualization.
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time-series-autoencoder📈 PyTorch dual-attention LSTM-autoencoder for multivariate Time Series 📈
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LuminaireLuminaire is a python package that provides ML driven solutions for monitoring time series data.
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ForestCoverChangeDetecting and Predicting Forest Cover Change in Pakistani Areas Using Remote Sensing Imagery
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ForecastmlAn R package with Python support for multi-step-ahead forecasting with machine learning and deep learning algorithms
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AnticipyA Python library for time series forecasting
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Gluon TsProbabilistic time series modeling in Python
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Neural prophetNeuralProphet - A simple forecasting model based on Neural Networks in PyTorch
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ModeltimeModeltime unlocks time series forecast models and machine learning in one framework
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CoronaDashCOVID-19 spread shiny dashboard with a forecasting model, countries' trajectories graphs, and cluster analysis tools
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magi📈 high level wrapper for parallel univariate time series forecasting 📉
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TimetkA toolkit for working with time series in R
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DartsA python library for easy manipulation and forecasting of time series.
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ElkiELKI Data Mining Toolkit
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AkumuliTime-series database
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Graphite WebA highly scalable real-time graphing system
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HeroicThe Heroic Time Series Database
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Getting Things Done With PytorchJupyter 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.
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RwaMachine Learning on Sequential Data Using a Recurrent Weighted Average
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TelemanomA 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.
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Uplot📈 A small, fast chart for time series, lines, areas, ohlc & bars
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QuantmodQuantitative Financial Modelling Framework
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NilmtkNon-Intrusive Load Monitoring Toolkit (nilmtk)
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AgotsAnomaly Generator on Time Series
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Awesome Ai Ml DlAwesome Artificial Intelligence, Machine Learning and Deep Learning as we learn it. Study notes and a curated list of awesome resources of such topics.
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PromxyAn aggregating proxy to enable HA prometheus
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TsbsTime Series Benchmark Suite, a tool for comparing and evaluating databases for time series data
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Fecon235Notebooks for financial economics. Keywords: Jupyter notebook pandas Federal Reserve FRED Ferbus GDP CPI PCE inflation unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency FX euro EUR USD JPY yen XAU gold Brent WTI oil Holt-Winters time-series forecasting statistics econometrics
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