For years and years and years I've always been taught that in mathematics, functions are applied as $f(x)$. But in my university textbook they also use three other notations:
$$f\ x,$$ $$fx,$$ $$\mathcal{F}⟦x⟧.$$
Is there any significance as to how the functions are applied, or more precisely, do these different notations mean anything specific, or are they all just variations of the same thing?
A lot of the time, mathematical notation is decided by historical reasons rather than logical ones. This is true with function application. These all mean the same thing, unless it's obvious from context that they don't.
For example, the notation $fx$ is common when $f$ is a linear transformation. Indeed, $Ax$ is common shorthand for $A(x)$; they mean the exact same thing.
In Aluffi's Algebra - Chapter 0, he discusses the various conventions in which the bijections of the symmetric group are notated.