- Building block for intelligence - Briefly to information theory - Universal Approximation Theorem - manifold hypothesis[Mitter, 2016] (eg. random embedding), etc. - inductive bias, No-Free-Lunch - Brain intelligence - MLP/CNN/LSTM/Attention and more - Around NN: data, arch (w optimizer), and representation - Paradigm for learning system