Assignment Tasks:

$1)$ Given a small dataset $($three samples$)$ with two features $(\backslash ($ x $1,$ x $2\backslash ))$ and one target variable $(\backslash ($ y $\backslash )),$ use Stochastic Gradient Descent to find the weights $\backslash ($ w $1,$ w $2\backslash )$ and the bias $\backslash ($ b $\backslash )$ that minimize the MSE, one full epoch is expected with all the steps. $(2\mathrm{.}5$ Point$)$

Note: Initialize the weights randomly $($each student expected to have different weights initialization$).$