gender bias – Machine Learning Interviews

Bias in Machine Learning : Types of Data Biases

Posted on July 1, 2021July 2, 2021 by MLNerds

Bias in Machine Learning models could often lead to unexpected outcomes. In this brief video we will look at different ways we might end up building biased ML models, with particular emphasis on societal biases such as gender, race and age. Why do we care about Societal Bias in ML Models? Consider an ML model…

Bias in Machine Learning : How to measure Fairness based on Confusion Matrix ?

Posted on March 8, 2021 by MLNerds

Machine Learning models often give us unexpected and biased outcomes if the underlying data is biased. Very often, our process of collecting data is incomplete or flawed leading to data often not being representative of the real world. In this article, we see why we need to measure fairness for ML models and how we…