Note Set 21a: The gentle art of changing basis

We explain how to change a vector's representation in the standard (or natural) basis to a new basis. As is so often the case, the problems boils down to solving an $\mathbf{A}\vec{x}=\vec{b}$ problem.
Best consumed by 2016/11/09