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Matrix decomposition is not perfect for improvement of recommendation systems. for example, you will find it hard to add gender and age of a user. In this article, we describe how we implemented a second, ranking level of the model above the collaborative one, and how two-level recommendation systems help us to apply more complex algorithm
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