 Kolmogorov convergence theorem

If independent centered random variables $(Y_n)$ satisfy ${\sum }_n\mathrm{Var}(Y_n)<\infty$, then ${\sum }_n{Y}_n$ converges almost surely. It follows from Kolmogorov's maximal inequality and a Cauchy-tail argument.