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Add KernelSHAP Approx Notebook #307

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@mmschlk

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Add a notebook describing how KernelSHAP works and what users should look out for when using this approximator.

In the end a benchmark comparison with SVARM and UnbiasedKernelSHAP would be a good idea.

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    approximatorall issues that are linked to approximatorsdocumentationImprovements or additions to documentation

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