Open
Description
Describe the workflow you want to enable
This is a follow up task for #25677
It would be nice to allow users to specify a per feature number of maxcategories instead of having a global limit as implemented in #25677.
More details in the linked comment.
Describe your proposed solution
Allow users to pass a list of shape (n_features,) or a dict mapping column name to max_categories values to specify the number of maximum categories per feature.
Describe alternatives you've considered, if relevant
No response
Additional context
No response