Part 1 is here: https://www.youtube.com/watch?v=1fH71lK0P-g
The proof of the "Matrix Vector Product Theorem" (or MVP) shows why a matrix times a column vector can be expressed as a linear combination of the columns of the matrix. The coefficients are the entries in the vector.
