Become a certified data scientist. Follow this step-by-step math, database query, and model building learning path.

The Roadmap Milestones

1. **Data Analytics**: Master SQL queries, data cleaning in Pandas, and visualizations in Tableau.

2. **Statistics**: Build strength in hypothesis testing, regressions, and distributions.

3. **Machine Learning**: Train classification models, decision trees, and clustered groupings.