This session highlights how machine learning is transforming real-world decision-making across domains such as healthcare, finance, environment, and industry. It explores practical applications, data-driven insights, and model interpretability, emphasizing how AI can support human judgment, optimize outcomes, and improve policy and business strategies. Participants will gain a deeper understanding of deploying ML solutions that are effective, ethical, and impactful in real-world contexts.