Here is the official documentation: http://php.net/autoload
In short, it just allows you to define search paths for classes so you wouldn't be required to include the files containing them manually.
I suggest you should develop a habit of searching php.net by just appending function names or obvious keywords to the address. That's how I found php.net/autoload. It's quite convenient like that.