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Add local explainability implementation  #67

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@willfleury

Add local explainability example for Python XGBoost using the following package

https://pypi.org/project/alibi/

Unlike shap, this allows to produce the explainer once (training) and then save it (serialize) so you can load it later and use it for individual prediction explaination.

Add the explain endpoint in the scoring.py->ModelScorer.explain()

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