A polymath is a person who knows a lot about a lot of subjects. If your friend is not only a brilliant physics student but has also published a poetry collection and won prizes at political debates, you can describe her as a polymath.
I define a modern polymath is someone who becomes competent in at least three diverse domains and integrates them into a top 1-percent skill set.