Time Series Toolkit

   

Install required tools on Linux

For Ubuntu 18.04, 20.04, 22.04

sudo apt-get update

Install required python libs

pip install

pip install -r requirements.txt
python3 setup.py install

conda install

conda config --add channels conda-forge
conda install --file requirements_conda.txt
python3 setup.py install

Time-series Database

• OpenTSDB - A scalable, distributed Time Series Database.
• Prometheus - The Prometheus monitoring system and time series database.
• QuestDB - QuestDB is a high performance, open-source, time-series database.
• TDengine - High-performance, scalable time-series database designed for Industrial IoT (IIoT) scenarios

Machine Learning Toolkit for Time Series Analysis

• aeon - aeon is a scikit-learn compatible toolkit for time series machine learning tasks such as classification, regression, clustering, anomaly detection, segmentation and similarity search.
• sktime - A unified framework for machine learning with time series.
• tsai - State-of-the-art Deep Learning library for Time Series and Sequences.
• tslearn - tslearn is a Python package that provides machine learning tools for the analysis of time series.

Miscellaneous

• binjr - binjr is a standalone time series browser.