BIAS IN AI
We are living in a biased world! As humans, we tend to have biased opinions and we tend to make biased decisions...Bottom line, we have biased systems and our brains are unfair decision makers!
AI is offering us the chance to build machines that are not only smarter than us on specific tasks but better decision makers than us!
However, machine learning data, algorithms, and other design choices that shape AI systems may reflect and amplify existing cultural bias and prejudices
Consolidated measures of fairness of algorithms;
Empirical and theoretical analysis of how algorithms become discriminatory
Fairness-aware optimization process
for Machine Learning models