#ML# linear regression why does normal equation seems to give wrong answer?

Question

I am learning ML using this Lecture: https://www.youtube.com/watch?v=fd6kQQEbq2Q&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=2

I implemented the code myslef