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The Chain Rule is the mathematical trick that makes Neural Networks possible.
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Forget all the complex equations from high school. For ML, you only need to know one thing: A derivative is just a slope.
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This is the master algorithm that trains almost every AI model on earth.
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A Gradient is just a vector (list) of derivatives.