AI is the broad concept of creating machines that can mimic human intelligence, while machine learning (ML) is a subset of AI that allows systems to learn from data to make decisions without explicit programming. In decision-making, AI analyzes vast data to find patterns, and ML models use these patterns to predict outcomes or recommend actions, ranging from supporting human decisions to fully automating them.