HARD
Amazon Recommendation
Recommend products to 300M+ customers real-time and offline.
Estimated Time: 120 minutes
#recommendations#ml#scale
Solution Overview
Collaborative filtering, content-based, graph-based, online/offline ML, A/B testing.
Used By Companies
AmazonGoogle
Solution Overview
Collaborative filtering, content-based, graph-based, online/offline ML, A/B testing.
Approach
Hybrid ML models, offline training + online serving, A/B testing
Companies
- •Amazon
Components
- •Candidate generator
- •ML ranker
- •Feature store
- •Offline trainer
- •Online scorer