Recommender systems are playing an increasingly important role in e-commerce portals. Based on the massive data from JD.com, we are building a novel recommendation model into the one  of largest e-commerce platform with the most advanced technologies in the industry.  Our recommendation model has been applied on the JD mall and JD app to help billions of JD users.