Gary Ren

How Machine Learning Powers On-Demand Logistics At DoorDash

DoorDash has a complex, three-sided, and real-time marketplace that presents many challenging problems where machine learning has a lot of impact. This talk will give an overview of where machine learning is used in DoorDash, and then dive deeper into how we use machine learning to power our logistics engine, which is the system that powers the fulfillment of deliveries. Topics covered will include the vehicle routing problem with trillions of combinations, delivery time predictions for all your favorite restaurants, and our exploration with reinforcement learning for logistics.

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