The Netflix Prize seeks to substantially improve the accuracy of predictions about how much someone is going to love a movie based on their movie preferences. Improve it enough and you win one (or more) prizes.
Anyone looking for programming fodder might have fun applying their current language of study to Netflix’s problem and massive data set!
(via PLT)