Reinforcement Learning, Monte Carlo Method, Machine Learning.
solve problems where the underlying model of the environment is known beforehand and all the state transition probabilities are included. However, in real-life situations, the transition probabilities from one state to another are not known beforehand. This is when model-free learning methods come