With an increasing number of learners in the institute, it will be very difficult to correctly divide them into different categories based on their capabilities and provide them with perfect pedagogy as per their needs. To provide a smart teaching-learning process, we can categorize the learners at the beginning of the academic year based on their performance in preliminary tests. It can be categorized based on the learner’s grasping skills as slow, less advanced, and advanced learners. We can use artificial intelligence techniques to assist the institute in the classification of learners in an intelligent manner. Different Classification Algorithms of Machine Learning can be used to split the learners into different predefined classes. Based on learners’ performance in the preliminary assessments, we can provide them with additional online courses along with their regular curriculum to improve their learning.