Today’s AI must balance accuracy with accountability. Lagrangian Fairness provides a mathematical bridge between optimization and ethics, enabling algorithms to minimize bias without compromising performance. This blog explores how fairness multipliers reshape machine learning outcomes in finance, healthcare, and beyond. Learners enrolled in a Data Scientist Course or Data Scientist C... https://excelrposts-bijcw.wordpress.com/2025/10/17/balancing-the-scales-optimization-under-ethical-constraints-with-lagrangian-fairness/