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I recently read a book called "Data Smart" [1], where the author does k-means and prediction algorithms literally in Excel. This was quite eye opening as the view to ML is not so enigmatic to enter. However, the translation of your data into a format/model to run ML is another challenge.

[1] http://www.amazon.com/Data-Smart-Science-Transform-Informati...

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