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In the last video, the tutorial introduced the concept of random variables, which can be either discrete (finite number of values) or continuous (infinite number of values). Discrete random variables do not have an infinite number of values, while continuous random variables can. An example given is a random variable representing the amount of rain tomorrow, denoted as capital Y. The tutorial mentioned that random variables are often represented by capital letters.