This shows the graph of a function $z=f(x,y)$. We have marked a
point $(x,y,z)=(a,b,0)$ in the $xy$-plane, and a bar going
upwards from there to the point $(a,b,f(a,b))$ on the surface
where $z=f(x,y)$.
Here we have cut across the surface with a plane of the form
$y=b$, so we are holding $y$ constant and allowing $x$ to vary.
The intersection of the plane with the surface is a curve, and we
have also drawn a tangent line to that curve. The slope of that
tangent line is $f_x(a,b)$ or (in alternative notation) the value
of $\partial f/\partial x$ at $(a,b)$.
Here we have cut across the surface with a plane of the form
$x=a$, so we are holding $x$ constant and allowing $y$ to vary.
The intersection of the plane with the surface is a curve, and we
have also drawn a tangent line to that curve. The slope of that
tangent line is $f_y(a,b)$ or (in alternative notation) the value
of $\partial f/\partial y$ at $(a,b)$.
Here we have drawn a small piece of the tangent plane to the
surface $z=f(x,y)$ at the point $(a,b,f(x,b))$. This plane
contains the two tangent lines with slopes $f_x(a,b)$ and
$f_y(a,b)$.