This post will provide a practical approach to Monte Carlo used in Reinforcement Learning. For a more formal explanation of the methods, I invite the reader to read the Chapter 5 of the textbook Reinforcement Learning: An Introduction by Richard S. Sutton and Andrew G. Barto.