Recommendation System, Machine Learning, Logistic Regression.
analogy with counters. Let’s start with the basics — a linear model with two categorical features: user_id and item_id. The target is the same as usual in our task, such as whether a click occurred on the displayed document. The loss function is either MSE (linear regression) or binary log-loss