I recommend starting with Andrew Ng's ML course on Coursera. He teaches and presents the subject in a way that is both fun and non-intimidating to a beginner. Y

I recommend starting with Andrew Ng's ML course on Coursera. He teaches and presents the subject in a way that is both fun and non-intimidating to a beginner. You get a good overview of techniques, and get to try out fun exercises like digit recognition.