concept:equalized-odds
Equalized Odds
Equalized Odds in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Governance, fairness, privacy & security
Inventory, risk tiers, accountability, evidence
Governance starts by giving the complete decision system a scope, an owner, a risk tier, and versioned evidence.
Governance, fairness, privacy & securityFairness definitions, slices, thresholds, tradeoffs
Fairness work makes the chosen harm, comparison, uncertainty, and policy tradeoff explicit for every affected slice.
Governance, fairness, privacy & securityPrivacy minimization, retention, federated learning, DP
Privacy engineering reduces what the entire system can learn and retain about one protected unit over time.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.