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predict, denoted as Ŷi, and the actual house price Yi we can calculate the loss by: l = ( Ŷi- Yi)2 This is the most basic form of a loss for a specific data-point, That is used mostly for linear regression algorithms. The loss function as a whole can be denoted as: L = ∑( Ŷi- Yi)2 Which simply