concept:exposure-bias
Exposure Bias
Exposure Bias in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Recommendation, search & ranking
Clicks are not labels
Use clicks are not labels to move the ranking systems production brief toward a defensible release.
Recommendation, search & rankingBM25, factorization, two towers, and ANN
Use bm25, factorization, two towers, and ann to move the ranking systems production brief toward a defensible release.
Recommendation, search & rankingPointwise, pairwise, and listwise ranking
Use pointwise, pairwise, and listwise ranking to move the ranking systems production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.