“A Support Vector Machine (SVM) is a supervised machine learning algorithm that can be employed for both classification and regression purposes.”
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I like the visualization that is shown here: http://66.media.tumblr.com/ff709fe1c77091952fb3e3e6af91e302/tumblr_inline_o9aa8dYRkB1u37g00_540.png