check out prof. steve brunton’s youtube channel[0] — it’s light on the numpy side of things, but he’s got a lot of material going from first principles to dealing with huge matrices, compressed sensing, dynamical systems, ML, etc

[0] https://www.youtube.com/c/Eigensteve