sklearn_to_sktime

sklearn_to_sktime(estimator)

Coerces an sklearn estimator to the sktime pipeline interface.

Creates a pipeline of two elements, the identity transformer and the estimator. The identity transformer acts as adapter and holds sktime base class logic.

Developer note: Type dispatch logic is in the transformer base class, in the __mul__ dunder.

Parameters:

estimatorsklearn compatible estimator

can be classifier, regressor, transformer, clusterer

Returns:

pipesktime estimator of corresponding time series type

classifiers, regressors, clusterers are converted to time series counterparts by flattening time series. Assumes equal length time series. transformers are converted to time series transformer by application per series