The main objective of enhancing milk quality prediction with feature engineering and supervised learning is to develop a more accurate and reliable model that utilizes advanced techniques to extract relevant features from the data and employ supervised learning algorithms to predict milk quality with improved precision, contributing to enhanced decision-making and quality control in the dairy industry.