@ptrblck thanks so much for the response. Yes, this make sense, I was thinking along these lines as well. I suppose if I want to combine some categorical variables, I could Cartesian product the columns and then generate embedding values for that cartesian product. But I can see how keeping the embeddings separated makes sense most of the time. Thanks again.