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The video tutorial introduced the concept of random variables, distinguishing between discrete variables with a finite number of values and continuous variables with an infinite number of values. An example of a continuous variable was given as the amount of rain tomorrow, represented by the random variable capital Y. This distinction was illustrated using the context of the presenter's current location in northern California experiencing heavy rain after a drought.