Improve doc for new contributors

**Describe the enhancement you'd like**
Improve readme for new contributors. Add a link to gitbook. 

**Describe approaches if you have thought of any**
Already discussed with the new lead maintainer.
 
**Additional context**
Add any resources that will be helpful for this issue.
