$)$ Implement the Least Square Solution formula $($discussed in class$)$ to compute the weight vector W for the dataset created by the selected order in $($d$)$ and compare the results produced by the Python library and your implementation based on the performance metrics used in $($a$).$ Are the results the same or different? Briefly explain possible reasons if they are different.