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Exercise 4.3 Deterministic noise depends on H1 as some models approximate f better than
others. (a) Assume H is fixed and we increase the complexity of f. Will deterministic noise in
general go up or down? is there a higher or lower tendency to overfit? (b) Assume f is fixed and
we decrease the complexity of H. Will deterministic noise in general go up or down? Is there a
higher or lower tendency to overfit? [Hint: There is a race between two factors that affect
overfitting in opposite ways, but one wins.]

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  • 1. Exercise 4.3 Deterministic noise depends on H1 as some models approximate f better than others. (a) Assume H is fixed and we increase the complexity of f. Will deterministic noise in general go up or down? is there a higher or lower tendency to overfit? (b) Assume f is fixed and we decrease the complexity of H. Will deterministic noise in general go up or down? Is there a higher or lower tendency to overfit? [Hint: There is a race between two factors that affect overfitting in opposite ways, but one wins.]