Shopify Inc.
Self-healing recommendation engine

Abstract:

A computer-implemented method and system including a recommendation engine receiving a first user behavior data, the first user behavior data associated with a user action taken by a user, wherein the recommendation engine utilizes a recommendation model to generate recommendations to users based on first user behavior data; labeling the first user behavior; classifying the labeled first user behavior; generating, by the recommendation engine, a recommendation to the user based on the classifying of the labeled first user behavior; providing, by the recommendation engine, the recommendation to the user; receiving, by the recommendation engine, a second user behavior data, the second user behavior data associated with a user response by the user to the recommendation; and evaluating, by the recommendation engine, the second user behavior data and performing a corrective action to the recommendation model.