Machine Learning (ML) stands as the driving force driving the abilities of Artificial Intelligence (AI) agents, transforming them from rule-based systems to adaptive, smart entities. This write-up will concentrate on how machine learning empowers AI agents by empowering them to learn from information, make choices and develop as time passes. 1. Understanding Machine Learning: Machine learning...