Lesson 1
Ambiguous Data Streams
Judging city data when signals conflict and clarity is absent.
Start2 Micro-lessons
Micro lesson 1
Conflicting Traffic SignalsMicro lesson 2
Missing Sensor DataLesson 2
Scaling Decisions
Recognizing compounding errors and restraint in scaling urban analytics.
Start2 Micro-lessons
Micro lesson 1
Scaling Without CalibrationMicro lesson 2
Overfitting City ModelsLesson 3
Interpreting Rare Events
Calibrating judgment when city data shows rare but impactful anomalies.
Start2 Micro-lessons
Micro lesson 1
Reacting to Rare OutagesMicro lesson 2
Ignoring Subtle Anomalies