Theorem 26.5: for |ℓ| ≤ c, w.p. ≥ 1−δ, ∀h∈H: L_D(h) − L_S(h) ≤ 2E R + c√(2ln(2/δ)/m); ≤ 2R(ℓ∘H∘S) + 4c√(2ln(4/δ)/m); and L_D(ERM) − L_D(h⋆) ≤ 2R(ℓ∘H∘S) + 5c√(2ln(8/δ)/m)

Initializing...

Theorem 26.5: for |ℓ| ≤ c, w.p. ≥ 1−δ, ∀h∈H: L_D(h) − L_S(h) ≤ 2E R + c√(2ln(2/δ)/m); ≤ 2R(ℓ∘H∘S) + 4c√(2ln(4/δ)/m); and L_D(ERM) − L_D(h⋆) ≤ 2R(ℓ∘H∘S) + 5c√(2ln(8/δ)/m) · Prove2Me