eli5: WHY do derivatives and integrals work?

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I’m embarrassed to admit I’m getting my masters degree in a math related subject and I still don’t get this!

I know how to do them, but the way you compute them is almost suspiciously simple. What’s the logic behind converting the exponent to a constant? How does that determine the slope?

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