- Estimated completion is around 3–5 weeks at a part-time pace.
- Weekly effort of 3–4 hours is generally sufficient for lectures and hands-on exercises.
- Regular practice ensures learners become comfortable using each tool.
- Revisiting exercises or experimenting with additional datasets may require extra time.
- Consistent engagement helps learners gain confidence in professional data science workflows.
