LinearReg: You should know the key equations

and formulas in this topic $($squared$-$loss, normal equation,

exact solution, gradient descent update formulas$).$

Also, you should know and understand the remainder slides and

discussions $($learning rate, scaling, polynomial, regularization,

etc$).$

give example questions on the above