Introduction The current educational landscape in India is shifting toward adaptive learning, and Karnataka is at the forefront of this transformation. Many Top Engineering Colleges in Karnataka are restructuring their academic frameworks to include specialized tracks in Artificial Intelligence, Data Science, and Robotics. Institutions