Essentially it's a consequence of a law of large numbers. As n gets larger, the probability of being close to the mean is going to 1. If you aren't interested in mathematical statistics or probability theory you probably don't need to be too concerned with the difference between the strong and weak laws. To the layperson the difference is rather technical (weak convergence is quite intuitive while strong convergence requires a more sophisticated view of random variables).