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The Better Explained video is misleading, at best. e^x , where x is real, is a continuous function, just as say, 2^x is. No more, no less. What is explained about 2^x is not correct.
Exponential growth is a basic concept in math that occurs when a quantity keeps doubling itself over and over. This can lead to astonishingly large numbers very quickly.