Explain inline scripting.

 I was reading a Google publication on the insecurity of currently deployed Content Security Policies (CSP Is Dead, Long Live CSP! On the Insecurity of Whitelists and the Future of Content Security Policy) To understand fully, I want to be absolutely clear of all the terminology so whilst this may sound like a simple question, the answer will help with my learning of mitigating against XSS vulnerabilities.