Point 1) One of the powers of linear algebra is that it gives an incredibly rich theory over an arbitrary field $k$, i.e. one can fill several semesters with theory that does not need any restrictive assumption on the ground field. Now think what that means: All the basic tools and results of linear algebra hold for finite dimensional vector spaces over whatever field $k$ you like, be it $\Bbb R$, $\Bbb C$, a $p$-adic field, number fields like $\Bbb Q(\sqrt{17})$, function fields in whatever characteristic etc.
Now some of these fields come with some standard topology (actually, with much more "geometric" structure), but many just don't. And since the field $k$ basically identifies with a one-dimensional vector space over itself, already here it would seem counterproductive to come up with some topology.
As an extreme case, think of the case that the ground field is finite. Then basically the only topologies one can put on a finite dimensional vector space are the discrete and the trivial topology (which is a special case of why it's not fruitful to introduce topology on finite groups, cf. https://math.stackexchange.com/a/216566/96384). But still, many tools and results of linear algebra are applied and used in the study of finite dimensional vector spaces over these fields, which (sort of) shows that topology is just not needed for these tools and results.
On the other hand, when you start to study more advanced structure, of course the ground field and, if it has one, its topological structure become more important, even in the finite dimensional case (as in Jose Carlos Santos' answer). However, when we look at the standard fields over which that is done, we get to
Point 2) If $V$ is a finite-dimensional vector space over $\Bbb R$ and $\Bbb C$ (as well as over non-archimedean local fields), there is only one topology on $V$ which is Hausdorff and compatible with the vector space structure (i.e. addition and scalar multiplication are continuous). Cf. Is there an 'intrinsic' characterization of the usual topology on a finite-dimensional vector space? and How to endow topology on a finite dimensional topological vector space?. That topology, or actually finer geometric concepts, i.e. scalar products, norms etc., are certainly used in the more advanced linear algebra over these fields, but due to that theorem, the topological structure sometimes does not even get mentioned when in an "obvious" way one uses scaling, a unit ball etc.; however, as soon as something like this comes up, in a good linear algebra course it is pointed out that we leave the abstract theory over an arbitrary ground field $k$ and restrict to (most often) $k =\Bbb R$ and/or $k=\Bbb C$.