Basic explanation of PHP needed please

[thejoeknows_com]

I am very familiar with HTML but dont know where to start with php. i.e. what is a mySQL database? how do you set up PHP? what do you save the pages as? .php? Just basic ideas and answers needed please

thank you
-joey