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In this paper, the work addresses the notion of generating test cases by applying Q-learning algorithm in source code to obtain the optimal solution. The test cases are generated manually using the state diagram and automatically using obtained optimal solution from Q-learning algorithm. Here, the shortest path algorithm is chosen and the optimal solution is obtained for each and every initial states...