Mathematics · Level 2 of 5
Partial Derivative
A derivative with respect to one variable while holding other inputs fixed.
It isolates one coordinate's local effect.
Example
A loss is differentiated with respect to one weight.
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Audio transcript
Partial Derivative. A derivative with respect to one variable while holding other inputs fixed. It isolates one coordinate's local effect. For example: A loss is differentiated with respect to one weight.
Explore this concept
A useful analogy
Turning one knob while holding the other knobs fixed.
Why it matters
This notation connects model equations to the calculations implemented in code.
Technical detail
For f(x,y), ∂f/∂x differentiates in x while y remains fixed. Total change may also involve how y varies.
Common misconception
Holding other inputs fixed is part of the definition, not a claim that real variables never interact.
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Quick recall question
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