Periagoge
Scenario

When Your AI Discriminates Against Your Own Community

My machine learning model for credit scoring is incredibly accurate but it learned to discriminate against zip codes where my relatives live and I cannot fix it without making it worse at its job.

More people experience this than they realize.

What we've seen

Algorithmic efficiency conflicts with fairness when historical data encodes the very inequalities the creator seeks to overcome.

Your guide for this
Aurelius
Aurelius works with people navigating exactly this kind of situation.
Ideas that help explain it
Worth thinking about

“Where Are You with Physical AI, Robotics & Automation?”

Peri

Peri can explain why this happens, help you decide if this is the right situation for you, and point toward the right journey or coach.

If this sounds familiar, the Library can help you find the bigger picture.