Definition 1. The inner product of two vectors x and y is
The Euclidean Norm of vector x is ||x||
If ||x|| = 1, then x is normalized
Otherwise, we can normalize x to x’ as follows
Vector x and y are orthogonal, if their scalar product is zero.
Geometric interpretation is shown below
Note that the orthogonal projection of y onto x is