Clothes make the man, said Mark Twain. This work presents a survey study and an application as our answer to Can an AI machine be a fashion stylist? This study expounds upon the focus of earlier studies and summarizes previously employed AI techniques in the fashion domain. In addition, we provide a tool for the community: Style-Me. Style-Me is a machine learning application that recommends fashion looks. More specifically, Style-Me learns user preferences through the usage of Multilayer Perceptron model. The system scores users customized style looks based on fashion trends and users personal style history. Although muchremains to be done, our study demonstrates that an AI machine can be a fashion stylist.