🤖 Final Stage — AI Implementation

AI is not a single role. It is the result of all tracks working together. The Data Engineer provides clean pipelines. The Governance team ensures quality & compliance. The Analyst defines the problem. The Data Scientist builds & trains models. The ML Engineer deploys them. The AI Architect connects everything into a system. IT keeps it all running.