Docs for new learning rate code
- Added documentation for learning rate schedules in main README
- added some pictures for the README in docs/imgs/ (not sure if it's the best place)
- updated some docs in code for optimization
Great thanks!<|||||>The curves plot in the README are beautiful (and perfect size), awesome!