Machine learning is becoming an essential part of modern education, helping students develop data-driven thinking and problem-solving skills. This article explains how machine learning in education supports hands-on projects, practical learning, and future-ready curriculum design for schools and institutions. It highlights the importance of structured machine learning programs for academic and career readiness.