I am trying to prove an identity involving Hermite polynomials using other identities from Wikipedia, but I can't find the way. I have checked the identity in Mathematica for many values of $n$ and it holds for all values of $n$ I have tried. The identity is
$$ \frac{1}{n!} \Big( \text{He}_n(x) \Big)^2 = \sum_{k=0}^n {n\choose k} \frac{1}{k!} \, \text{He}_{2k} (x) \, ,$$
where $\text{He}_n(x)$ is the probabilists' Hermite polynomial
$$\text{He}_n(x) = (-1)^n e^{\frac{x^2}{2}} \frac{d^n}{dx^n} e^{-\frac{x^2}{2}} \, .$$
Any ideas?