A very nice slidedeck from Jeff Hammerbacher of Cloudera. It goes over k-means clustering and some enhancements.
Cloudera Machine Learning Slides
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About the Author: Ryan Swanstrom
World-class tech teacher Author of Data Science 101 blog Helper of all people learning tech and data science