Let $x = u\cos(v)$, and $y = u\sin(v)$, and assume $f(u,v)$ is given. Determine $f_x$ and $f_y$ in terms of $u, v, f_u$, and $f_v$. Let $x = u \cos(v)$ and $y = u \sin(v)$, and assume $f(u, v)$ is given. Determine $f_x$ and $f_y$ in terms
of $u$, $v$, $f_u$, and $f_v$.
I thought of chain rule like
$$
\frac{df}{dx} = \frac{df}{du} \cdot \frac{du}{dx} 
+ \frac{df}{dv} \cdot \frac{dv}{dx}. 
$$
But in order to find $du/dx$, I have to find $u$ in terms of $v$ and $x,y$. Is there anyway to solve this?

Firstly, you should be dealing in partial derivatives, as $f_x=\tfrac{\partial f(u,v)}{\partial x}$, and $f_y=\tfrac{\partial f(u,v)}{\partial y}$ .
As such, the Jacobian Inverse Function Theorem applies.
$$\begin{bmatrix}\dfrac{\partial u}{\partial x}&\dfrac{\partial u}{\partial y}\\\dfrac{\partial v}{\partial x}&\dfrac{\partial v}{\partial y}\end{bmatrix}=\begin{bmatrix}\dfrac{\partial x}{\partial u}&\dfrac{\partial x}{\partial v}\\\dfrac{\partial y}{\partial u}&\dfrac{\partial y}{\partial v}\end{bmatrix}^{-1}$$
Finally, apply this to the chain rule in matrix form.$$\begin{bmatrix}\dfrac{\partial f(u,v)}{\partial x}&\dfrac{\partial f(u,v)}{\partial y}\end{bmatrix}=\begin{bmatrix}\dfrac{\partial f(u,v)}{\partial u}&\dfrac{\partial f(u,v)}{\partial v}\end{bmatrix}\begin{bmatrix}\dfrac{\partial u}{\partial x}&\dfrac{\partial u}{\partial y}\\\dfrac{\partial v}{\partial x}&\dfrac{\partial v}{\partial y}\end{bmatrix}$$
All that's left is to apply the differentiations, and matrix operations.
