Recommender Systems, Software Architecture, Machine Learning, Testing, Backend.
failure modes we see when implementing personalization at such a massive scale: unexpected results and failure to respond. Unexpected results Unexpected results come in two forms: empty recommendations and irrelevant results. Recommendation models aren’t always perfect, and in some circumstances,