Artificial Intelligence Ethics

Introduction to AI Bias Mitigation Artificial Intelligence (AI) has revolutionized numerous industries, transforming the way we live and work. However, AI systems can perpetuate and amplify existing social biases if they are not designed with fairness and equity in mind. According to a report by the National Institute of Standards and Technology, 43% of facial recognition systems misidentify African American faces, highlighting the pressing need for AI bias mitigation. In this blog post, we will discuss the basic principles of AI bias mitigation, helping you understand the importance of fairness in AI and how to implement it. ...

The Unseen Dangers of ML Bias: Why Performance Optimization Matters Machine learning (ML) has revolutionized numerous industries, transforming the way we live and interact with technology. However, beneath the surface of this technological marvel lies a daunting issue: ML bias. As the use of ML algorithms becomes increasingly widespread, it’s essential to acknowledge and address this problem. A staggering 80% of ML models are biased, resulting in skewed decision-making processes that can have far-reaching consequences (Bloomberg, 2022). In this blog post, we’ll delve into the world of ML bias, exploring its causes and the importance of performance optimization in mitigating its effects. ...