Originally published in Netflix TechBlog, Aug 15, 2022. Introduction This writeup is about using reinforcement learning to construct an optimal list of recommendations when the user has a finite time budget to make a decision from the list of recommendations. Working within the time budget introduces an extra resource constraint for the recommender system. It
Originally published in Medium.com, July 27, 2022. We’ve been long working on improving the user experience in UGC products with machine learning. Here are our ten key lessons of implementing recommendation systems in business to build a...
Originally published in Uber Engineering, July 21, 2022. Introduction “Immensely laborious calculations on inferior data may increase the yield from 95 to 100 percent. A gain of 5 percent, of perhaps a small total. A competent overhauling...
Originally published in Snapchat Engineering, July 11, 2022. Snapchat ad ranking aims to serve the right ad to the right user at the right time. These are selected from millions of ads in our inventory at any...
Originally published in Harvard Business Review, July 15, 2022. Ten years ago we published the article “Data Scientist: Sexiest Job of the 21st Century.” Most casual readers probably remember only the “sexiest” modifier — a comment on their...
Originally published in AdWeek, Aug 1, 2022. The brand is one of the first to rely on OpenAI’s Dall-E 2 art generator. Heinz tapped an artificial intelligence-powered art generator to create a clever demonstration of the ubiquity...
Originally published in Scientific American, June 6, 2022. A close look reveals that the newest systems, including DeepMind’s much-hyped Gato, are still stymied by the same old problems. To the average person, it must seem as if...
