How to setup Shibboleth Identity Provider 3 with Django Website

Recently I was given a task to setup Shibboleth SSO to integrate different python websites with single sign on. There is official shibboleth documentation, but it's quite difficult to understand, especially for beginners. After spending days of googling and reading different forums, I decided to create step-by-step guide for beginners on how to install Shibboleth SSO with django website.