AP CSP Day 50: Algorithmic Bias - Training Data
Share
Big Idea 5
Day 50 Practice
Focus: Algorithmic Bias - Training Data
Practice Question
A facial recognition system has much lower accuracy for people with darker skin tones. What is the MOST likely cause?
Why This Answer?
Algorithmic bias usually stems from biased training data. If the system trained mostly on lighter skin tones, it performs poorly on darker tones.
Why Not the Others?
A) Bias is usually unintentional from data, not intentional programming.
C) Technology can recognize all skin tones with proper training.
D) Processing power is unrelated to accuracy across demographics.
Common Mistake
Watch Out!
Assuming bias is intentional. Most algorithmic bias is unintentional, caused by non-representative training data.
AP Exam Tip
Algorithmic bias typically reflects biases in training data, not intentional discrimination. Diverse data is crucial.