Archives for Fairness in machine learning

18 Feb

Things To Remember While Using Demographic Data In ML Models

Machine learning algorithms improve the accuracy of human decision-making by leaps and bounds. Such algorithms take multiple parameters into account to conduct analysis and come to a decision. Cognitive biases influence human decisions. And when fallible humans build machine learning models, biases creep into algorithms. The decisions made by biased machines can have far-reaching consequences.…

The post Things To Remember While Using Demographic Data In ML Models appeared first on Analytics India Magazine.

18 Feb

Things To Remember While Using Demographic Data In ML Models

Machine learning algorithms improve the accuracy of human decision-making by leaps and bounds. Such algorithms take multiple parameters into account to conduct analysis and come to a decision. Cognitive biases influence human decisions. And when fallible humans build machine learning models, biases creep into algorithms. The decisions made by biased machines can have far-reaching consequences.…

The post Things To Remember While Using Demographic Data In ML Models appeared first on Analytics India Magazine.