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Add explain() method #180

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@pplonski

The AutoML API should be extended with explain() method. This method will compute explanations (if available, explain_level=2) for each sample. The explanations will be computed with SHAP method.

To check, can SHAP be used with Ensemble? In theory, yes, but need to check in the practice.

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