Data Analyst to Machine Learning: Career Roadmap
Updated 2026-10-15
Short answer
Analysts already know SQL, data cleaning and business questions. Add Python, supervised learning, model evaluation and deployment basics, then build projects that predict something your industry cares about.
Skills to add
Focus on:
- Python with pandas and scikit-learn
- Regression, classification, validation
- Feature engineering
- Data pipelines
- Explaining model results to non-technical teams
Related programs
- Diploma in Applied Machine Learning$399 CAD · self-paced
- Diploma in Data Engineering for AI$399 CAD · self-paced
- Diploma in AI for Finance and Accounting$399 CAD · self-paced
Training a team? Seats are $199 each · Not ready? Try the free 7-day course
Common questions
- How long does it take?
- Most analysts need 4–9 months of part-time study and projects.