ActionScript is a programming language that you can use with Flash, a multimedia platform. ActionScript allows you to implement more interactivity in your Flash application.
Yes, it is definitely possible to make a side-scrolling game with Flash and ActionScript.
I haven't looked into this site before, but it seems nice for beginners:
http://www.kirupa.com/developer/flash/index.htm