"I am not sure how the learning model is different from a classical supervised ML algorithm" It's different because you have to perform a sequence of actions t

"I am not sure how the learning model is different from a classical supervised ML algorithm" It's different because you have to perform a sequence of actions that optimize some goal. This is not a classical prediction/classification problem, it is a reinforcement learning problem.