A unified framework for machine learning with time series.
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- unified API for ML/AI with time series, for model building, fitting, application, and validation
- support for a variety of learning tasks including :ref:`forecasting <forecasting_ref>`, :ref:`time series classification <classification_ref>`, :ref:`regression <regression_ref>`, :ref:`clustering <clustering_ref>`.
- composite model building, including pipelines with transformations, ensembles, tuning, reduction
- interactive user experience with scikit-learn like interface conventions
- 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
.. toctree:: :maxdepth: 1 :hidden: get_started users installation estimator_overview api_reference get_involved developers about examples
.. grid:: 1 2 2 2 :gutter: 3 .. grid-item-card:: :text-align: center Get Started ^^^ Get started using ``sktime`` quickly. +++ .. button-ref:: get_started :color: primary :click-parent: :expand: Get Started .. grid-item-card:: :text-align: center Documentation ^^^ User documentation. +++ .. button-ref:: users :color: primary :click-parent: :expand: Documentation .. grid-item-card:: :text-align: center Installation ^^^ Installation Guide. +++ .. button-ref:: installation :color: primary :click-parent: :expand: Installation .. grid-item-card:: :text-align: center Estimator Overview ^^^ Overview of all estimators in ``sktime``. +++ .. button-ref:: estimator_overview :color: primary :click-parent: :expand: Estimator Overview .. grid-item-card:: :text-align: center API Reference ^^^ Understand sktime's API. +++ .. button-ref:: api_reference :color: primary :click-parent: :expand: API Reference .. grid-item-card:: :text-align: center Get Involved ^^^ Find out how you can contribute. +++ .. button-ref:: get_involved :color: primary :click-parent: :expand: Get Involved .. grid-item-card:: :text-align: center Developers ^^^ Information for developers. +++ .. button-ref:: developers :color: primary :click-parent: :expand: Developers .. grid-item-card:: :text-align: center About ^^^ Learn more about ``sktime``. +++ .. button-ref:: about :color: primary :click-parent: :expand: Learn More