Evaluation

A practical map of ML metrics across four layers (offline, online, infra, business) and every model type from logistic regression to LLM agents, with the failure modes that make a good-looking number meaningless.

Part 1 of a 4-part series tracing how RecSys evolved from content-based filtering through collaborative filtering to matrix factorization, and where each technique falls short, setting up the next breakthrough.