Lesson 7 of 8Article16 min
AI Career Paths and Skill Roadmaps
AI Career Paths and Skill Roadmaps
Career directions
- Data Analyst -> Data Scientist.
- Backend Engineer -> ML Engineer.
- Product Manager -> AI Product Manager.
- Security/Policy -> AI Governance and Risk.
Foundational skill stack
- Math basics: probability, linear algebra, optimization intuition.
- Python + SQL + data workflows.
- Experiment tracking and model evaluation.
- Communication: framing business impact of model decisions.