Lambda Learner: Nearline learning on data streams

Co-authors: Kirill Talanine, Jeffrey D Gee, Rohan Ramanath, Konstantin Salomatin, Gungor Polatkan, Onkar Dalal, and Deepak Kumar Introduction A common challenge for production machine learning systems is reacting to change. The world can change quickly, particularly on a social network. This can range from sweeping changes at the scale of the whole economy (like a pandemic) down to everyday occurrences, such as a dormant member returning to LinkedIn in search of a new job. It’s typically not eno...

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