Given a field $k$ not of characteristic $2$, and given $[K:k]=2$, let $K=k(\beta)$ with $\beta$ a zero of $x^2+ax+b$. Replacing $x$ by $x-{a\over 2}$ converts this to the form $x^2-b'$. Thus, the extension is obtained by adjoining $\sqrt{b'}$.
In characteristic $2$, extensions obtained by adjoining square roots are inseparable, but they are still there.
In characteristic $2$, the separable quadratic extensions are obtained by adjoining zeros of Artin-Schreier polynomials $x^2-x+a$.
Similarly, in characteristic $p$, separable degree-$p$ extensions are obtained by adjoining zeros of Artin-Schreier $x^p-x+a$.