Instruction: Outline the data inputs, model choice, training strategy, and how the system would provide actionable insights to both city planners and drivers in real-time.
Context: This question assesses the candidate's ability to design systems that can analyze and predict complex, dynamic phenomena such as traffic patterns, with real-world impact.
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I would design this as a forecasting-plus-intervention system. Predicting congestion is useful, but the real value comes from helping traffic operators or navigation systems make better decisions before bottlenecks worsen.
I would combine roadway sensors, GPS traces, incident data, weather, event calendars, and historical...
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