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In machine learning, computers apply statistical learning techniques to automatically identify patterns in data. These techniques can be used to make highly accurate predictions.
More at http://www.r2d3.us/visual-intro-to-machine-learning-part-1/
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Useful paper on Machine learning in bioinformatics https://bib.oxfordjournals.org/content/7/1/86.full
Machine learning in bioinformatics