FunctionTransformer: Build Robust Preprocessing Pipelines with Custom Transformations

If you want to construct a transformer from an arbitrary callable, use the FunctionTransformer class in scikit-learn.

The FunctionTransformer enables integrating your custom function seamlessly into scikit-learn’s pipeline framework, making it easier to build complex preprocessing workflows and ensure consistent application of transformations across different datasets.