Why is this inequality true in this linear regression problem?

Question

From Understanding Machine Learning: Theory and Algorithms:

How was the inequality in the red box below derived?

For reference in this learning problem, $L_{D_i}(w) \equiv \Bbb E_{D_i} \space l(w, (x,y))$.

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