Unknown, first attested in the late 17th c. Possible etymologies: * Alteration of huzzah. This is however questionable. * From hurra in German, Danish, Swedish and Norwegian, húrra in Icelandic, hoera in Dutch.
Practice speaking and memorizing "hooray" and many other words and sentences in English.