Update README.md

Author: sglvladi

README.md

@@ -1,2 +1,9 @@
 # TensorFlowObjectDetectionTutorial
-A tutorial on object detection using TensorFlow
+
+This is a "short" (rather lengthy) tutorial that started off as self notes on how to set-up and get going with the TensorFlow Object Detection API.
+
+To read the actual to tutorial, you have the following 2 (more like 3) options:
+1. Visit tfobjectdettut.readthedocs.io. (By far the easiest)
+2. Clone/Download the repo:
+   - Open the "index.html" files under docs/build/ (Not guaranteed to be up-to-date)
+   - Build the docs using Sphinx and the open "index.html" (Guaranteed to be up-to-date)