Ages 12–14: Intelligent Systems & Responsibility

Innovator — "I can solve real problems with AI."

Tools: Full Python, pandas, scikit-learn, real datasets, train/test discipline, deployable capstone.

Understanding how AI works, its limitations, and developing critical

evaluation skills for bias detection and responsible technology use.

AI operation & limitations

Bias detection & fairness

Chatbot development