PROJECT AI - DOIE: AI & ML Reasoning Atlas
A reasoning atlas, not a quiz bank - every Signal asks students to choose an approach and justify it before the concept is explained, building toward a real capstone.
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Coordination roles and interactive course assignments built for the classroom. For invited lectures, corporate trainings, and consulting engagements, see Speaking & Case Studies.
Teaching & Academic Leadership
Student Assignments
Rather than static question papers, these run as live, gamified web tools - student reasoning and progress happen inside the assignment itself, not just on paper afterward.
A reasoning atlas, not a quiz bank - every Signal asks students to choose an approach and justify it before the concept is explained, building toward a real capstone.
Open Assignment →A 15-week, 5-gate digital certification journey - students submit weekly worksheets and templates in-app instead of on paper, ending in an in-app CQSA-I auditor certificate.
Open Assignment →Eight projects as a Junior Industrial Engineer at a simulated company - the same charting, rating, timing, and simulation techniques real analysts use, not classroom card-dealing exercises.
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