The function of machine learning in predicting consumer behavior is to analyze historical data and identify patterns in purchasing trends. By employing algorithms, machine learning models can learn from previous consumer interactions and preferences. This enables businesses to forecast future behavior, personalize marketing strategies, and improve customer experiences. Predictive analytics driven by machine learning helps companies optimize inventory management, enhance targeted advertising, and ultimately drive sales growth by anticipating consumer needs more accurately.