Tag Archives: theano

Factorization Machines with Theano

A Factorization Machine (FM) is a predictive model that can be used for regression and classification (Rendle 2010). FMs efficiently incorporate pairwise interactions by using factorized parameters. PyFactorizationMachines is a Theano-based Python implementation of factorization machines. Update 4/20/2017: The library is now … Continue reading

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Matrix Factorization with Theano

Matrix factorization algorithms factorize a matrix D into two matrices P and Q, such that D ≈ PQ. By limiting the dimensionality of P and Q, PQ provides a low-rank approximation of D. While singular value decomposition (SVD) can also be … Continue reading

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