What is the graph of partial derivative, or how do I understand it intuitively?

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Consider the graph of $f(x,y) = \sqrt{xy}$. Each coloured line depicts the curve $f(x,y) = k$ for different values of $k \in \mathbb{R}$.

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The derivative is thought as the tangent. How do I think of the partial derivatives $\frac{\delta f}{\delta x}$ and $\frac{\delta f}{\delta y}$ in the graph?

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The partial derivatives tell us how the function changes when only one variable is changed. For example, $\frac{\partial f}{\partial x}$ says how the value of $f$ will change if we increase $x$.

We can make sense of that in your graph. We fix a $y$ value and look at what happens as we move to the right along the $x$ axis. We can see that at $y=4$, $\frac{\partial f}{\partial x}$ is greater than at $y=2$ because the $k$ lines are closer together,