Class CategoricalArrayTransformation (1.18.1)

CategoricalArrayTransformation(
    mapping=None, *, ignore_unknown_fields=False, **kwargs
)

Treats the column as categorical array and performs following transformation functions.

  • For each element in the array, convert the category name to a dictionary lookup index and generate an embedding for each index. Combine the embedding of all elements into a single embedding using the mean.
  • Empty arrays treated as an embedding of zeroes.

Inheritance

builtins.object > proto.message.Message > CategoricalArrayTransformation

Methods

CategoricalArrayTransformation

CategoricalArrayTransformation(
    mapping=None, *, ignore_unknown_fields=False, **kwargs
)

Treats the column as categorical array and performs following transformation functions.

  • For each element in the array, convert the category name to a dictionary lookup index and generate an embedding for each index. Combine the embedding of all elements into a single embedding using the mean.
  • Empty arrays treated as an embedding of zeroes.