* Remove dropout layer. Unnecessary.
* Reduce anchor stride from 2 to 1
* Increase training proposals to 200/image
* Reduce pre-NMS limit to 6000
* Improve computing proposal post:neg ratio
* Updated COCO training schedule

Reduces odds of weight explosion.

function cv2.rectangle, cv2.circle and cv2.fillPoly returns None.

* Add pycocotools to Requirements, Installation sections

* Fix path to waleed's repo

* Update README.md

Keep ipynb checkpoints, pycache, model file out of repo