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class=\u0022tab-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003ESummary\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cp\u003E\n                          \u003Cp\u003EThe credit card unit of a commercial bank needs to come up with a data-driven model to predict which credit customers will default.\u003C\/p\u003E\n\n                        \u003C\/p\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                  \n                                      \u003Cdiv class=\u0022tab-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003ETeaching objectives\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cp\u003E\n                          \u003Cp\u003E1.\tUnderstand how to use supervised machine learning methods and available data to make business decisions;\u003Cbr \/\u003E\n2.\tUnderstand how to apply classification modeling in relevant business applications, in particular credit default;\u003Cbr \/\u003E\n3.\tApply several machine learning methods for predictive modeling in business applications;\u003Cbr \/\u003E\n4.\tLearn how to train, validate and test a predictive model;\u003Cbr \/\u003E\n5.\tLearn how to apply feature engineering in business decision making;\u003Cbr \/\u003E\n6.\tImplement several machine learning methods and classification modeling with code.\u003C\/p\u003E\n\n                        \u003C\/p\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                                      \u003Cdiv class=\u0022keyword-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003EKeywords\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cul class=\u0022individual-page-keywords\u0022\u003E\n                                                      \u003Cli\u003E\n                              Credit default\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Credit cards\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Consumer loans\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Machine learning\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Classification\n                 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\u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Supervised learning\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Q12022\n                            \u003C\/li\u003E\n                                                  \u003C\/ul\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                \u003C\/div\u003E\n                                  \u003Cdiv id=\u0022microsite-137571\u0022 class=\u0022tab-pane fade\u0022\u003E\n                    Loading please wait.\n                  \u003C\/div\u003E\n                                  \u003Cdiv id=\u0022microsite-164906\u0022 class=\u0022tab-pane fade\u0022\u003E\n                    Loading please wait.\n                  \u003C\/div\u003E\n                              \u003C\/div\u003E\n                        \u003C\/div\u003E\n\n\n        \u003C\/div\u003E\n\n\n      \u003C\/div\u003E\n      \u003Cdiv class=\u0022col-lg-4 col-md-4 insead-white individual-right-sidebar\u0022\u003E\n\n        \n        \u003Cdiv class=\u0022sidebar-block\u0022\u003E\n          \u003Cspan class=\u0022sidebar-heading\u0022\u003E\n                          About the Author(s)\n                      \u003C\/span\u003E\n          \u003Chr\u003E\n                      \u003Cdiv class=\u0022sidebar-block-body\u0022\u003E\n              \u003Cdiv class=\u0022author-image-wrapper\u0022\u003E\n                                  \u003Cimg src=\u0022\/sites\/publishing\/files\/Anton%20S.-Ovchinnikov-13009_69.jpg\u0022 alt=\u0022Ovchinnikov\u0022 class=\u0022rounded-circle\u0022\/\u003E\n                              \u003C\/div\u003E\n              \u003Cdiv class=\u0022sidebar-content\u0022\u003E\n                \u003Cdiv class=\u0022sidebar-sub-title green-july-text\u0022\u003E\n                  \u003Ch4\u003E\n                    \u003Ca href=\u0022\/author\/anton-s-ovchinnikov\u0022 class=\u0022green-july-text\u0022 target=\u0022_blank\u0022\u003E\n                      Anton S.\u0026nbsp;Ovchinnikov\n                    \u003C\/a\u003E\n                  \u003C\/h4\u003E\n                \u003C\/div\u003E\n                \u003Cdiv class=\u0022sidebar-sub-content green-december-dark-text author-designation\u0022\u003E\n                  Associate Professor of Decision Sciences\n                \u003C\/div\u003E\n              \u003C\/div\u003E\n            \u003C\/div\u003E\n                      \u003Cdiv class=\u0022sidebar-block-body\u0022\u003E\n              \u003Cdiv class=\u0022author-image-wrapper\u0022\u003E\n                                  \u003Cimg src=\u0022\/sites\/publishing\/files\/Spyros-Zoumpoulis-12984_33.jpg\u0022 alt=\u0022Zoumpoulis\u0022 class=\u0022rounded-circle\u0022\/\u003E\n                              \u003C\/div\u003E\n              \u003Cdiv class=\u0022sidebar-content\u0022\u003E\n                \u003Cdiv class=\u0022sidebar-sub-title green-july-text\u0022\u003E\n                  \u003Ch4\u003E\n                    \u003Ca href=\u0022\/author\/spyros-zoumpoulis\u0022 class=\u0022green-july-text\u0022 target=\u0022_blank\u0022\u003E\n                      Spyros\u0026nbsp;Zoumpoulis\n                    \u003C\/a\u003E\n                  \u003C\/h4\u003E\n                \u003C\/div\u003E\n                \u003Cdiv class=\u0022sidebar-sub-content green-december-dark-text author-designation\u0022\u003E\n                  Associate Professor of Decision Sciences\n                \u003C\/div\u003E\n              \u003C\/div\u003E\n            \u003C\/div\u003E\n                  \u003C\/div\u003E\n\n      \u003C\/div\u003E\n    \u003C\/div\u003E\n  \u003C\/div\u003E\n\u003C\/div\u003E\n\n","settings":null}]