Fairness In ML

concepts · 3 notes linked

Related: Sendhil Mullainathan · University Of Chicago · Algorithmic Bias · Predictive Policing · Label Bias · Recsys · Recommendation Systems · Evaluation Metrics

Notes

• Evaluating Recommenders with Distributions — Arguments for distributional evaluation over point estimates in RecSys
• Machine Learning Crash Course — Google for Developers — Google's free practical ML course with interactive modules
• Sendhil Mullainathan, "Discrimination by Algorithm and People" | University of Chicago Law School — Algorithms can reduce discrimination but require explicit equity objectives and correct labels