Summary:
Ran `pandoc README.rst -f rst -t markdown -o README.md`
Though I had to clean up the code blocks manually to make them fenced.
Reviewed By: jordanwebster
Differential Revision: D37986559
fbshipit-source-id: 33518e9fc14d5b28c406627235faa61b82ca7cdb
