Quadratic loss

• $$W = argmin_{W^{\ast}}\Sigma^N_{i=1} ||W^{\ast} x_i - y_i||^2$
• $\Delta :{\mathbb{R}}^n\to \mathbb{R},x\to E[Y|X=x]$ is the gold standard for minimizing this. But $\Delta$ is unknown