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Tell me the company you keep and I'll tell you who you are... and what you want. Web applications are becoming everyday smarter: Amazon guesses books we might like, YouTube proposes us videos of our interest and Facebook finds our friends before us. Nowadays the web is plenty of start-ups using its 2.0 interactive power to create new recommendation-oriented products. Teaching a machine to learn is definitely the new frontier of online implementation.