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The chain rule differentiates composite functions f(g(x)): outer derivative times inner derivative.
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Formula
Dimensionless (calculus)
| Symbol | Meaning | Unit |
|---|---|---|
| Outer function | dimensionless | |
| Inner function | dimensionless | |
| f', g' | Derivatives | dimensionless |
(f \circ g)'(x) = f'(g(x)) \cdot g'(x)Mnemonic: "differentiate the outer function, leave the inner one in place, then multiply by the inner derivative." Leibniz notation: . Foundation of the backpropagation algorithm in neural networks.
Applies to composite functions when inner and outer functions are differentiable at the relevant points.
A change in x first changes the inner variable and then the outer function value.
Isolate inner derivative
Only meaningful when f'(g(x)) is not zero.
Differentiate .
Outer derivative , inner derivative 6x.
Result: .
Forgetting the inner derivative.
After differentiating the outside, always multiply by g'(x).
Formula cluster
Central bridge between elementary derivatives and complex models.
: outer function sin, inner function . . Check at : (local minimum) ✓
Machine learning (backpropagation), physics (relativity, chained coordinate transformations)
Here is how to work through a typical Chain Rule of Differentiation ((f∘g)' = f'(g(x))·g'(x)) task step by step:
Task
Differentiate .
Solution path
Outer derivative , inner derivative 6x.
Result: .
By the chain rule (f∘g)′′′(x). So you differentiate the outer function and insert the unchanged inner function into it, then multiply by the derivative of the inner function. Remember it as outer derivative times inner derivative. Example: for the outer function is e to the power of something with derivative , the inner function is with derivative 6x. The result is therefore . The most important step is not to forget the inner derivative; it is the most common reason for wrong results with composite functions.
In a composite function f(g(x)), g is the inner function, because it acts on x first, and f is the outer function, because it is applied to the result of g. You recognize the inner function because it sits in the argument of the outer one, that is in the bracket or under the function symbol. In , is inside and the sine outside. In , 2x + 1 is inside and the root outside. A helpful question is: what would I enter first into the calculator? This quantity computed first is the inner function. Its derivative provides the decisive factor of the chain rule.
Because a change in x first changes the inner quantity and this change is then passed on through the outer function. The chain rule dy/dx = dy/du · du/dx shows that the two rates of change multiply. If you omit the inner derivative, you only account for how strongly the outer function reacts to its argument, but not how fast the argument itself changes with x. Example: for sin(3x) the derivative is , not just cos(3x); the factor 3 comes from the inner derivative. Without it the result would be too small by exactly this factor. That is why the inner derivative is indispensable.
For multiply nested functions you apply the chain rule repeatedly, so to speak from outside to inside. For f(g(h(x))) the derivative is f′′′(x). So you differentiate each layer individually and multiply all inner derivatives one after another. Example: . The outermost is the sine, then the root, then . The derivative is . Work systematically from the outermost function inward and multiply all factors. If you forget a layer, a factor is missing and the result is wrong.
For the outer function is the exponential function, whose derivative is again , and the inner function is kx with derivative k. By the chain rule you multiply both and get . The constant factor k from the exponent therefore comes to the front as a prefactor. For the derivative is , for you get . This result is the basis of all growth and decay processes: the derivative is proportional to the function itself, with the rate k as the proportionality factor. That is exactly why the exponential function describes exponential growth and radioactive decay so naturally.
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Curated exam set for "Chain Rule of Differentiation":
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Which formula describes Chain Rule of Differentiation?
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How do you rearrange Chain Rule of Differentiation for Isolate inner derivative?
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Which common mistake happens with Chain Rule of Differentiation?
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