CURRICULUM // AI.201 // WEEK_1
Week 1 · AI Made Simple
ML Fundamentals
Units
MODULE_BREAKDOWN
UnitTopicFormatTime
1.1What is machine learning? Supervised vs unsupervisedUnderstand the 3 typesAnimated video15 min
1.2Training, testing, validationUnderstand train-test splitInteractive lesson18 min
1.3Overfitting & underfittingVisualize the problemWhiteboard + simulator12 min
1.4Evaluation metrics (accuracy, precision, recall)Calculate metrics for sample modelLesson15 min
1.5Quiz: ML fundamentalsScore 80%+Auto-graded10 min
PROJECTIdentify ML problem types in real scenariosClassify 10 examplesGuided reflection30 min
Rewards
XP_AND_BADGES
XP allocation50 each, 100 project = 450 XP