Automated outfit generation with deep learning

We developed a machine learning model which is capable of completing an outfit based on a given seed product. Here we give an overview of our model and some of the challenges we faced. We consider an outfit to be a set of fashion items which match stylistically and can be worn together. In order for the outfit to work, each item must be compatible with all other items. Our aim is to create a model which embeds each item in a latent style space such that for any two items the dot product (a measure of similarity) of their embeddings reflects their compatibility.