Success in student learning is the primary aim of educational system. Artificial intelligence utilizes data and machine to achieve excellence learning. In this paper, we exploit several techniques estimate early performance. Two main simulations are used for evaluation. The first simulation Traditional Machine Learning Classifiers (TMLCs) applied House dataset, they Gaussian Naïve Bayes (GNB), ...