- Total estimated duration is ~38 hours across modules.
- Module 2 (ML in trading) is the most time-intensive (~18 hours).
- RL module takes ~15 hours with extra study needed for coding practice.
- Additional time may be needed for independent backtesting projects.
- Part-time learners can complete it in 6–8 weeks; focused learners in 3–4 weeks.

