The lecture notes can be downloaded below;

Lecture 1; Introduction, Ch1, Physical Interpretation

Lecture 2; Ch2, Ex_MLP_Neural_Network

Lecture 3; Ch3, Ch4

Lecture 4; Ch5, Ch6

Lecture 5; Ch7, Ch8

Lecture 6; Ch9, Ch10, (Ch11), Ch12

Lecture 7; Ch13, Ch14, Ch18, Ch19