Machine learning (ML), a subset of artificial intelligence (AI), has become a transformative force in various sectors, offering substantial value by enhancing decision-making processes, optimizing operations, and creating innovative solutions to complex problems. Its true value lies in its ability to analyze vast amounts of data, identify patterns, and generate predictions or decisions with minimal