The objective evaluation of human facial aesthetics has transitioned from a subjective cultural guessing game into a repeatable, data-driven computational practice. Historically, evaluating facial traits relied on standard artistic observations, manual physical measurements, or crowdsourced consumer opinions. Modern machine learning models execute these complex structural checks by running computer vision…