Topics in Advanced Computing: Promise and Challenges of Recommendation Systems for the DoD
CARNEGIE-MELLON UNIV PITTSBURGH PA PITTSBURGH United States
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What is a Recommendation System Given your profile and the things youve liked in the past, what is the probability that you will click through on a recommendation Netflix, Amazon, YouTube, Spotify, Facebook, Twitter. DNN-based personalized recommendation models comprise up to 79 percent of AI inference cycles in a production-scale data center. The Idea Behind Recommendation Systems. Given a user and an item that the user has not interacted with, what is the probability that the user will click on the item User-item pairs with the highest predicted click-through rate are prioritized. The data is sparse, i.e., any given user has interacted with very few items.
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- Computer Systems Management and Standards