I was under the impression that the idea of taking a partial derivative of some function $f(x,y)$ with, for example, respect to $x$ is where you take a deriviatve of the function with respect to the variable in question while holding the rest of the variables as constants.
My thermodynamaics proff introduced the following notation $$ \left(\frac{\partial f}{\partial x}\right)_y $$ he verbally described it as
The partial derivative of $f$, with respect to $x$, while holding $y$ constant.
and he kept enforcing the point that $$ \left(\frac{\partial f}{\partial x}\right)_y \neq \frac{\partial f}{\partial x} $$ but I really do not understand why this is. They fundamentally say, and accomplish, the exact same thing, do they not?