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Add more categorical feature encoders #375

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@ablaom

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@ablaom

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This package
https://contrib.scikit-learn.org/category_encoders/index.html
contains other useful categorical features encoders that are currently missing in MLJ. For now I ended up calling those encoders from Julia via PyCall.

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