I second this. I have worked with a bunch of undergrads (I am pursuing a masters degree in CS) and they had a thorough grasp of the math and could really contribute to the research agenda of the group. When I did my undergrad (in 2011-15), I ended up taking a lot of electronics/hardware courses. Turns out undergrads these days just swap them with math/machine learning courses. Good for them.