$($a$)$ Explain what the sum$-$of$-$squared error is for k$-$means clustering. Explain how

the error is minimized iteratively.

$($b$)$ Explain what k$-$means clustering algorithm is$.$ You do not need to write code, but

give a precise verbal description $($or pseudo$-$code$)$ which someone could turn into

code.