Collaborative Filtering, Matrix Factorization, Recommender Systems, Gradient Descent, Neural Networks.
element-wise difference: where N = total number of ratings (image by author) Now we need to calculate the derivative of MSE with respect to each parameter matrix: U and V. Calculating the Gradient of MSE for Parameter Updates Note: you can skip this sub-section, if you don’t care how to get from