Lesson 1Ambiguity in Image LabelsExplore how ambiguous labels create subtle risks in classification systems.Start2 Micro-lessonsMicro lesson 1When Labels Seem Clear But Aren'tMicro lesson 2Cost of Forcing Consensus
Lesson 2Edge Cases and System DriftAnalyze how rare cases and gradual drift undermine classification reliability.Start2 Micro-lessonsMicro lesson 1Ignoring Rare ImagesMicro lesson 2System Drift Over Time
Lesson 3Feedback Loops and OverfittingUnderstand how feedback and overfitting create compounding errors.Start2 Micro-lessonsMicro lesson 1Feedback Loops in LabelingMicro lesson 2Overfitting as a Hidden Trap