Oxford University Machine Learning Course 11 years ago
Having looked at the problem sheets, probability (think distributions), linear algebra and calculus are a must - Khan Academy is a great resource but nothing really tests you like university level homework! There was a brilliant Prob/Stats course on iTunesU that got me through 3rd year - worth a look.