HARD

Meta News Feed Ranking

Rank feed items for 3B+ users. Maximize engagement and time spent.

Estimated Time: 120 minutes
#feed#ml#ranking#scale

Solution Overview

ML ranking models (LightGBM, Deep Learning), A/B testing, feedback loops, edge serving.

Used By Companies

MetaGoogleAmazon
Solution Overview

ML ranking models (LightGBM, Deep Learning), A/B testing, feedback loops, edge serving.

Approach

Deep learning rankers, A/B testing, incremental training, edge serving

Companies
  • Meta
  • Google
  • Amazon
Components
  • ML ranker
  • Feedback collector
  • A/B framework
  • Model serving
  • Feature store