Q$1$: Explain the following normalization methods by using formula $,$ the value ranges of output etc. $(10$ points$)$

$($a$)$ min$-$max normalization

$($b$)$ z$-$score normalization

$($c$)$ z$-$score normalization using the mean absolute deviation instead of standard deviation

$($d$)$ normalization by decimal scaling