Here’s a thread where I give a somewhat detailed overview on implementing multiple fields. I haven’t actually implemented the category encoder myself, so it’d be great if anyone could point to an example of a params file that has it. I know that the scalar encoder can be configured to act as a category encoder, by converting each category to a number and setting ‘n’ and ‘w’ such that there’s no overlap between different inputs.