Makes sense. Just don't use race, gender, or ethnicity as a feature in the model and those factors _per_se_ won't be a consideration. Their correlates might still be a consideration, however, so it's not an entirely "fair" system, in the social-justice sense. Bias generated in meatspace will still affect it indirectly.