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One hot encoding is a common technique used to work with categorical features. There are multiple tools available to facilitate this pre-processing step in Python , but it usually becomes much harder when you need your code to work on new data that might have missing or additional values. That's the case if you want to deploy a model to production for instance, sometimes you don't know what new values will appear in the data you receive. In this tutorial we will present two ways of dealing with this problem.
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In this tutorial we will present two ways of dealing with this problem.
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Tutorial: (robust) one hot encoding in python
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