I have been reading introduction to statistical learning, and I was going through multiple linear regression. This is the topic that I'm reading:
As I was reading further, I encountered an equation that I'm not able to understand. Below is that equation:
It further says that
Please try to explain the above mentioned problem as simply as possible.