MaxBenChrist / awesome_time_series_in_python

This curated list contains python packages for time series analysis
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Recommend!!! HyperTS: A Full-Pipeline Automated Time Series Analysis Toolkit. #42

Open zhangxjohn opened 2 years ago

zhangxjohn commented 2 years ago

Hi, Recommend an automatic time series toolkit HyperTS. Github: https://github.com/DataCanvasIO/HyperTS

Easy-to-use, powerful, unified full pipeline automated time series toolkit. Supports forecasting, classification and regression.

HyperTS is a Python package that provides an end-to-end time series (TS) analysis toolkit. It covers complete and flexible AutoML workflows for TS, including data clearning, preprocessing, feature engineering, model selection, hyperparamter optimization, result evaluation, and visualization.

Multi-mode drive, light-heavy combination is the highlighted features of HyperTS. Therefore, statistical models (STATS), deep learning (DL), and neural architecture search (NAS) can be switched arbitrarily to get a powerful TS estimator.