Personalization Vinny Degenova

Vinny DeGenova

December 1, 2017
Multiple recommendation systems at Wayfair use collaborative filtering based models to understand user behavior and identify like-minded customers. Despite its success, collaborative filtering has a few significant drawbacks, such as the cold start problem and a limited scope of recommendable products. By leveraging image based product embeddings, Wayfair has created a new recommendation algorithm based on product visual similarity.
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