Collaborative FilteringLinear Regression Applied to Collaborative FilteringIntroducing Regularization, or Ridge RegressionKernel Ridge RegressionWrap-Up of TheoryCollaborative Filtering with Beer StylesData SetThe Tools We Will NeedReviewerWriting the Code to Figure Out Someone’s PreferenceCollaborative Filtering with User PreferencesConclusion