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 really good product. 1. Define a Goal that Really Contributes to the Business Tasks The global task of
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 Nature, July 26, 2022. ‘Data leakage’ threatens the reliability of machine-learning use across disciplines, researchers warn. From biomedicine to political sciences, researchers increasingly use machine learning as a tool to make predictions on the...
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...
Originally published in MIT Management, May 26, 2022. Armed with scores of data, Spotify and Wayfair use machine learning algorithms to make customers happy. Here’s how. Whether you’re combing the online aisles at Wayfair to find a...
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