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help learning about ML(for a recommendation engine)

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I want to learn about machine learning for an app that I want to build- the app will suggest reading topics based on your to-read list(I'll probably use Instapaper's API). Say, for example that if I've been doing a lot of reading about machine learning, the app would tell me, "hey, you might want to read up on artificial intelligence too!"

Anyway I don't have much experience in computer science, but I'm willing to learn more about how to build such an app. What resources do you recommend I check out?

submitted by rsamrat
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