This may be an obvious question but I'm just not thinking straight, thanks
The answer must be no
This may be an obvious question but I'm just not thinking straight, thanks
The answer must be no
Of course not ! Take for exemple $$f(x,y)=x,$$ then $$\left(\frac{\partial f}{\partial x}\right)^2=1,$$ but $$\frac{\partial^2 f}{\partial x^2}=0.$$
As others have noted, nope. But let's explore for which functions it is true. If the function is not linear, it has a second derivative that is not always zero, so the first step here is valid. (And if the function is linear, we can work out that it would have to be a constant function.)
$$ \begin{align} \frac{\partial^2f}{\partial x^2} &=\left(\frac{\partial f}{\partial x}\right)^2\\ \left(\frac{\partial f}{\partial x}\right)^{-2}\frac{\partial^2f}{\partial x^2} &=1&\text{anitdifferntiate on both sides}\\ -\left(\frac{\partial f}{\partial x}\right)^{-1} &=x+C_1\\ \frac{\partial f}{\partial x} &=\frac{-1}{x+C_1}&\text{anitdifferntiate on both sides}\\ f(x)&=-\ln\left|x+C_1\right|+C_2(x) \end{align} $$ where $C_2$ is some function that is a constant value on $\left(-C_1,\infty\right)$ and a possibly different constant value on $\left(-\infty,-C_1\right)$. You could also write it as $$f(x)=-\ln\left|x+C\right|+D\frac{x+C}{|x+C|}+E$$
Absolutely not. Pick any function you like and work out the RHS and LHS, and you will almsot always get two different solutions.
This is not true. To see this, let's consider an example (there are simpler examples...) $$ f(x,y) = x^2y^2 $$ Then $$ \frac{\partial f}{\partial x} = 2xy^2 \\ \frac{\partial^2 f}{\partial x^2} = 2y^2. $$ And $$\left(\frac{\partial f}{\partial x}\right)^2 = (2xy^2)^2 = 4x^2y^4. $$