Add `explain()` method

[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.