Put simply – Rationalists think that if you grew up in a locked room with no windows, you could gain knowledge of the world simply by thinking about it, thanks to the innate ideas in your mind. Empiricists think you actually have to go out and experience the world, in order to gain knowledge of it.
Two of the most prominent empiricist philosophers, are John Locke and David Hume.