@user860322 The local Langlands correspondence (LLC) for $\mathrm{GL}_n$ can be understood (very sloppy) as:
There exists a group for $F$, called the Weil(-Deligne)-Group $W_F$ (and not only for local fields), that encodes the (admissible) representation theory of $\mathrm{GL}_n(F)$ for every $n$ in a very nice way (whatever it means). I don't think that Scholze's paper is the best way to learn about it. There is a nice survey of Clozel called 'Motives and automorphic representations', which in my eyes would be much better for you.
But of course, there is no short way to go. If you really want it, I would suggest, you learn:
- Basics in algebraic number theory. You should at very least know, what a local ($p$-adic) field is, and how they are constructed. Neukirch covers it well, but you can also have a look in the first chapter of André Weil's Basic Number Theory - he treats it in its full generality, although it may not be appropiated to read in the beginning.
- (local) Class field Theory, since this is the special case $n=1$ for the LLC. I don't recommend you to read local CFT in Neukirch. Weil's Chapter 3 (or so) covers the character theory of local fields, but his approach is highly unintuitive in my eyes (but maybe you will find it great?). Ramakrishnan/Valenza's Fourier Analysis on Number Fields give a very brief and student-friendly introduction in Chapter 6 (if I am not mistaken).
- In Corvallis, Chapter 3.1., John Tate's Number Theoretical Background introduces the Weil Group $W_F$, but for this you will need to know a little about cohomology theory (at least for the existence of $W_F$). It may not be the easiest text to read as well.
- Representation Theory of $\mathrm{GL}(F)$ for $F$ local non-archimedean; the 'main paper' is well.. Bernstein/Zelevinsky, but Prasad/Raghuram have a very nice and readable survey. They also already mention the LLC and even give an ad-hoc definition of $W_F$ (without cohomology theory).
But honestly, I would first learn about rep.theory of compact groups (maybe the first chapters in Bump's Lie Groups?); I think this is a nice intermediary step from finite to infinite groups. Since $\mathrm{GL}_n(F)$ is locally compact with nice properties (sometimes also called an $l$-group), f.e. the identity $I_n$ has a neighborhoud of open compact subgroups, in terms of representation theory, it might be seen as the 'next best case' after the compact one (but on this one I may be horribly wrong hehe).
- Probably, to scratch the surface of the bigger picture, it would be good if you learn what the adeles $\mathbb{A}_K$ of a global field $K/\mathbb{Q}$ are. You can understand the adeles as an object that contains all the local information together and holds it in a very fashion way. Only thanks to the adeles, many things about classical $L$-functions that appeared to be very technical and come out of nowhere (for instance the Riemann zeta function) suddenly had a very natural explanation.