I also really like the Abu-Mostafa course from caltech you link, and their book. If you want to get a taste of generalization bounds and statistical learning th

I also really like the Abu-Mostafa course from caltech you link, and their book. If you want to get a taste of generalization bounds and statistical learning theory (e.g. VC dimension), he gives the gentlest introduction I've seen.