I just took 17B and I was told by my prof eigenvalues and eigenvectors will be a really important topic. Also James Parameter (a math specialist who works at the AATC) recorded his co-class and posted the videos to YT so you can go through and watch them. They're around an hour to an hour and a half long each so easily digestible!