Not terrible

I've made various structural changes and fixed typos/errors.

This doesn't fill the page for me and has a big bit of white at the bottom. If you have space I would include:

1. Some code from NFG
2. An example of what NFG does when called on rock paper scissors
3. A picture of the Sage contributor map with your name on it
4. An image of the Q values 

I would do it in that order (ie because of space you might only be able to do 1 and 2 in which case leave 3 and 4).