Just to add to the above answers, AA or AAA are effectively telling you how much stored power you have. If you put three AAA batteries in series, then you have 4.5V which can power some pretty bright lights. Just probably for not very long. Putting three in parallel means you have the same 1.5V as a single battery, but it will last longer (than a single battery).