Welcome to sktime#

A unified framework for machine learning with time series.

Mission#

Features#

  • unified API for ML/AI with time series, for model building, fitting, application, and validation

  • support for a variety of learning tasks including forecasting, time series classification, regression, clustering.

  • composite model building, including pipelines with transformations, ensembles, tuning, reduction

  • interactive user experience with scikit-learn like interface conventions

Technical specification#

  • In-memory computation of a single machine, no distributed computing

  • Medium-sized data in pandas and NumPy based containers

  • Modular, principled and object-oriented API

  • Using interactive Python interpreter, no command-line interface or graphical user interface

Contents#