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Machine Learning for Personalization

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Netflix treats each account as 140 million personalized products, using machine learning to rank catalog items, arrange page layout, pick billboard promotions, and tailor messaging and search. A concrete system selects among multiple box art images for a title (example Stranger Things) and serves the image most predictive of engagement for that profile — teenage cast, horror closeup, or kid-focused shot — and work is underway to fold causality and fairness into those personalization choices.

AI-written summary · about

  1. 0:00Start
  2. 1:06personalize the imagery
  3. 1:21remove the image aspect from our recommendation engine
  4. 2:00use machine learning to personalize
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