About

This comprehensive ML Master Notebook canvas is an extraordinary self-directed learning system for an ADHD 12th-grader that documents 16 interconnected sections spanning learning science, behavioral psychology, gamification, data science, and personal knowledge management. The canvas integrates three complete working systems—a dopamine-powered reward engine with point tracking and badges, a 21-day pre-study anxiety tracker with ritual effectiveness analysis, and a portfolio-ready ML learning roadmap—while cataloging 52+ concepts, 6 datasets, 5 research questions, 6 decision logs, and a structured 1-year progression plan from foundational projects to a deployed ADHD study optimizer app, all rendered with publication-quality Plotly dashboards showing real-time metrics on anxiety reduction (46% avg), streak analytics, reward unlock progress, and domain knowledge levels.