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factorization (PMF). Probabilistic matrix factorization: model for rᵤᵢ and loss function. The loss function can be minimized in two different ways. The first approach is to use stochastic gradient descent (SGD). SGD is easy to implement, but it may have some issues because both pᵤ and qᵢ are both