Choosing the most appropriate encoder for dataset which has both ordinal and nominal categories

[itsaugat]

Any recommendations on which encoder to use if a dataset has both ordinal and nominal categories ? I do not want to specify explicitly the columns that are ordinal and nominal but rather the encoder should itself find the embeddings.

Thank you.