Option-apple-esc (option-command-esc, or option-cloverleafthingy-esc, I think the key changed on the new MacBooks). It gives you a little window titled “Force Quit Applications”, pretty self explanatory. Only works for applications, if you want to hunt and kill smaller, hidden or system processes use Activity Monitor (Applications > Utilities > Activity Monitor)