Why did you think it seemed wrong? Or would you think differently, because it has been already 12 days since you posted it.
If I just look at that statement, it seems to suggest that we want to find w and b such that each prediction (which is \hat{y} ) is close to the truth (which is y).
Cheers,
Raymond
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