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A random variable is a way to mathematically express steady acoustic outcomes as real numbers.

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So a random variable is really a functional mapping that maps a set of experimental outcomes, such

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as rolls of dice to a set of real numbers, such as one, two, three.

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So we can mathematically write this using this equation here.

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Now, this X here, this is the random variable and we can write it saying that it is a mapping between

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the set of possible outcomes s and a set of real numbers.

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Now, when we say real numbers, we can mean continuous numbers.

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So it could be any number along the number line.

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So any fractional number, any hole number.

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So it could be one point one, three point one.

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So it's just a continuous spectrum of numbers.

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It could also be a discrete set.

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So it could be integer values such as one, two, three.

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We can put this into more of a concrete concept by let's looking at an example, so let's let expe the

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random variable for a toss of the dice.

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So in this case, this is going to be a different outcomes when may roll the dice, we can get one,

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two, three dot all the way up to six dots showing on the up face.

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So these are the different outcomes of the experiment.

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Now, we have no real numbers you want to represent as the outcome.

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So this is going to be this great set and the set of set for is just going to be one, two, three,

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four, five.

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And basically what the random variable is doing, it's just going to map the outcomes to the real numbers.

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So obviously for convenience, say we're going to map the one to number one, we're going to map two

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dots to number two, and they're going to go through and do that for all the different outcomes to all

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the different discrete numbers.

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Now, there's no reason why we couldn't have this map the other way.

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We could have done it.

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We could have set a single dot is six.

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Two dots is five.

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We could have done it in reverse order.

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It doesn't matter.

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Doesn't matter.

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It's just the way that we've used to express the mapping.

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So the random variable X has a possibility of being any of the real numbers in a.

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Once the experiment is run, i.e., we toss a dice or we flip the coin once it has been carried out,

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then the value of the random variable or outcome has been determined.

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So if we roll the dice, we don't know what's going to be.

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But once it lands, then it becomes the number, it becomes the outcome.

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So in this case, it becomes five once it's become Disvalue five, once the outcome has been determined

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that it is the random value as just a normal algebraic value.

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So it's only it's only non-deterministic before the experiment is run.

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Once the experiment is run, the value becomes set and it becomes deterministic and we can just treat

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it like any other variable in an equation.

