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[ENH] detection tasks base class design #3214

@fkiraly

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@fkiraly

We have now implemented some experimental algorithms, and collected observations on common inputs and outputs:
#2848

We should try to consolidate this into ideas for a base class design (strategy pattern), to be discussed.
Optimally, we will update the "annotation" STEP at the end of this.

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    API designAPI design & software architectureenhancementAdding new functionalitymodule:detectiondetectors module: outliers, change points, segmentation

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