Online Learning

Recommendation Systems (15): Real-Time Recommendation and Online Learning

A practitioner's guide to real-time recommendation: streaming pipelines (Kafka + Flink), online learning (SGD, FTRL, AdaGrad), bandits (UCB, Thompson Sampling, LinUCB), latency budgets, feature freshness, concept drift, …