Depending on whether you want to do symbolic or numerical integration, you can use either
L2[f_] := Sqrt[Integrate[Abs[f[x]]^2, {x, 0, 1}]]
(symbolic) or
NL2[f_] := Sqrt[NIntegrate[Abs[f[x]]^2, {x, 0, 1}]]
(numeric).
Note also that this operation takes in the function you want to get the
$L^2$ norm of; to specify
$x^2$, for example, we could use
f = (#^2 &)
or
f[x_] := x^2
or
f = Function[x, x^2]
and then evaluate L2[f]
.
Also (as far as I can tell) there's a typo in your question—a missing square root, as such:
$$\|\,f(x)\|_{L^2(0,1)}\equiv\left(\int_0^1\left| \,f(x)\right|^2\;dx\right)^{1/2}$$