Role of product manager in Fairness-aware Machine Learning (ML) product
Human biases are well known from the historical events to current day-to-day activities. From the past few years, the inherent biases presented in society are finding their ways into the artificial intelligence (AI) systems amplifying such biases. With the explosion of data, the AI/ML systems are becoming increasingly powerful, taking important and sensitive decisions affecting millions. There are several applications in which AI/ML systems have surpassed human performance. On the other hand, there are case studies like COMPAS, Amazon’s earlier hiring algorithm where the system produced undesirable outputs.