Implement counterfactual explanations

[zyteka]

Counterfactual explanations are a popular and very useful way of explaining an ML model prediction. To start, we should implement a basic optimization approach, with the potential to expand into more detailed algorithms in the future.

[zyteka]

Made progress but am blocked by bug in need of fix in the pymoo library. Will revisit later