This course prepares learners for roles including Data Scientist, Machine Learning Engineer, Data Analyst, Business Intelligence Analyst, Data Engineer and AI/ML Research Associate. The roles share foundations such as Python, SQL, statistics and visualisation, but vary in the level of modelling and AI work required.
| Role | Core Tools |
| Data Scientist | Python, SQL, Machine Learning |
| ML Engineer | Python, ML, MLOps |
| Data Analyst | SQL, Python, Power BI/Tableau |
| Business Intelligence Analyst | SQL, Power BI, Tableau |
| Data Engineer | SQL, Python, Data Engineering tools |
| AI/ML Research Associate | Python, ML, Deep Learning |
Many graduates enter as Data Analysts or Junior Data Scientists and progress toward specialised positions as they gain experience. The course itself cannot guarantee a particular job title, since outcomes depend on skills, experience, interview performance and market conditions.