Add requirements.txt, sphinx_rtd_theme, and spruce up the README.

Let's make the README a bit better. Oh, and everyone loves specifying your requirements. And hey, while we're here, let's make sure locally-built docs look just like they will on ReadTheDocs, mmkay?