Machine Learning is a subset of artificial intelligence (AI) where systems learn from data to improve performance over time without explicit programming. In contact centers or BPOs, it enhances operations by predicting customer needs, automating responses, personalizing interactions, and optimizing workflows, leading to improved efficiency and customer satisfaction.