Get ready for readthedocs.
Default to rtd documentation theme locally (vs. on Read The Docs).

Run pip install -r dev-requirements.txt
Fix inconsistent headers in CHANGELOG. Include README information in docs
Keep README simple and move most documentation stuff to doc folder.