Can one upweight the known-rare concepts in the training set? But then which are rare and how should we identify the rare ones worth knowing? ML is funny. It's

Can one upweight the known-rare concepts in the training set? But then which are rare and how should we identify the rare ones worth knowing? ML is funny. It's predictably going to run into the Education field.