Machine-Learning by Andrew ng from Coursera

By the time I finish this class, I'll know how to apply advanced machine learning algorithms to problems like anti-spam, image recognition, clustering, building recommender systems, and other problems. I'll also know how to select the right algorithm for the right job, as well as become expert at 'debugging' and figuring out how to improve a learning algorithm's performance.