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What is everyone's favorite machine learning algo?

I have always liked the old Perceptron II. I got some crazy back modeling returns putting it to work on a Value Contrarian buy list. I'm just really curious to hear what other people think are their favorites nowadays. I had some problems getting it to work in updated Python and thought maybe rather than trouble shoot it I ought to just look into some newer ones. :)