.. _advanced:

========
Advanced
========

- Swap default descriptor strategy by passing a custom ``magic`` backend.
- Control sklearn transform output with ``verbose_feature_names_out`` handling in
  ``PhilTransformer``.
- Integrate ``PhilTransformer`` at the beginning of a predictive pipeline.