Tag preprocessing

A common technique for transforming categorical variables into a form suitable for machine learning is called "one-hot encoding" or "dummy encoding". This article discusses some of the limitations and folklore around this method (such as the...

The ColumnTransformer allows us to easily apply different transformations to different features. For example, now we can scale some numerical features, while leaving binary flags alone! This article walks through two examples using...