Machine learning is being integrated into a growing number of critical systems with far-reaching impacts on society. Unexpected behaviour and unfair decision processes are coming under increasing scrutiny due to this widespread use its theoretical considerations. Individuals, as well organisations, notice, test, criticize results hold model designers deployers accountable. We offer framework th...