Learner Baseline & Velocity
33%
Prerequisite Coverage
14 wks
Est. Sprints to Target
Check Mastered Competencies:
This roadmap tracks dependencies across foundational math, core machine learning, and advanced agent architectures as a directed acyclic graph. Selecting a target milestone recursively traverses parent dependencies, computing total estimated study hours and isolating prerequisite debt. Adjusting dedicated weekly study hours recalculates sprint velocity, updating estimated completion weeks and unlocking downstream modules in real time.