Shameless plug: I hold a lecture on "Optimization Methods for Machine Learning" that goes deep into convex optimization.
Video recordings from the corona period (+ slides) are available here: https://www.youtube.com/playlist?list=PLdkTDauaUnQpzuOCZyUUZ...