chain_rules
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chain_rules [2025/08/22 12:34] – [E.g] hkimscil | chain_rules [2025/08/22 13:19] (current) – [e.g.] hkimscil | ||
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y & = & t^2 \\ | y & = & t^2 \\ | ||
t & = & 2x^2 + 1 \\ | t & = & 2x^2 + 1 \\ | ||
- | \frac{dy}{dt} & = & 2t \\ | + | \\ |
- | & = & 2 (2x^2 + 1) \\ | + | & |
- | & = & (4x^2 + 2) \\ | + | &\phantom{=}\, & = 2 (2x^2 + 1) \\ |
- | \frac{dt}{dx} & = & 4x \\ | + | &\phantom{=}\, & = (4x^2 + 2) \\ |
- | \therefore{} | + | \\ |
+ | & | ||
+ | \\ | ||
\frac{dy}{dx} & = & \frac{dy}{dt}*\frac{dt}{dx} \\ | \frac{dy}{dx} & = & \frac{dy}{dt}*\frac{dt}{dx} \\ | ||
& = & (4x^2 + 2) * 4x \\ | & = & (4x^2 + 2) * 4x \\ | ||
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====== e.g. ====== | ====== e.g. ====== | ||
see [[:gradient descent]] | see [[:gradient descent]] | ||
+ | \begin{eqnarray*} | ||
+ | \because{ \;\; } \text{predicted value } \; \hat{y} & = & a + b x \\ | ||
+ | \text{and }\;\; \text{residual} & = & y - \hat{y} \\ | ||
+ | \therefore{} \;\; \text{residual}^2 & = & (y - (a + b x)) \\ | ||
+ | \therefore{} \sum{\text{residual}^2} & = & \sum{(y - (a + b x))^2} \\ | ||
+ | & = & \text{SSE, | ||
+ | \\ | ||
+ | \dfrac{\text{dSSE}}{\text{da}} & = & \\ | ||
+ | |||
+ | \end{eqnarray*} | ||
y.hat = a + b * x | y.hat = a + b * x |
chain_rules.1755833656.txt.gz · Last modified: 2025/08/22 12:34 by hkimscil