An interesting beginners talk for machine learning enthusiasts.
Ever tried to use a regular expression to parse an unstructured street address? This talk is an introduction to a few machine learning algorithms and some tips for integrating them where they make the most sense and will save you the most headaches.
Hilary Mason - Machine Learning for Hackers from BACON: things developers love on Vimeo.