[soVeryTired]

They asked linear algebra and probability in the interview for machine learning in my school. Most rospective candidates got asked "what's an eigenvalue?" (among many other questions).

I guess what you should learn depends on the field. But they'll be looking for demonstrable interest and possibly outside learning.