The make_column_transformer method in scikit-learn applies different transformations to specific subsets of features in your dataset. This eliminates the need to manually divide and merge data for different transformations.
Additionally, make_column_transformer seamlessly integrates with scikit-learn pipeline, allowing you to combine multiple preprocessing steps and machine learning models into a single pipeline.


