I also recommend videos and lecture notes by Tom Mitchell for the same course taught in 2011[1]. His explanation to some non-trivial theoretical concepts of ML

I also recommend videos and lecture notes by Tom Mitchell for the same course taught in 2011[1]. His explanation to some non-trivial theoretical concepts of ML is very coherent. [1] https://www.cs.cmu.edu/~tom/10701_sp11/ https://www.cs.cmu.edu/~tom/10701_sp11/