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. This mathematical formula is not merely decorative; it is the mechanism by which a system "learns." By minimizing the difference between predicted outcomes and actual data (often visualized as a bowl or "parabola"), engineers can stabilize convergence and ensure that their models are accurate and reliable. Societal and Ethical Implications

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