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Problem Statement and Metrics

Problem Statement and Metrics

Let’s dive deeper into the problem statement and metrics required for the food delivery system.

Estimate Delivery Time

1. Problem statement

Build a model to estimate the total delivery time given order details (e.g. order size, restaurant location, customer location), market conditions (e.g. weather, events, holidays), and real-time traffic status (e.g. road closures, congestion levels).

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Food Delivery flow
Food Delivery flow

To keep it simple, we do not consider batching (group multiple orders at restaurants) in this exercise.

DeliveryTime=PickupTime+Point_to_PointTime+Drop_off_TimeDelivery Time = Pickup Time + Point\_to\_Point Time + Drop\_off\_Time ...