Dr. Saed Sayad, a Professor at the University of Toronto, has created a great diagram about the elements of Data Mining. It is map (mathematical tree structure) that shows many of the common techniques in data mining and when to apply each one. Note: you can click on individual elements in the map for more details.
Data Mining Map
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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