Building an ML-powered delivery platform like DoorDash is a complex undertaking.
Tag Archives: optimization
Using ML and Optimization to Solve DoorDash’s Dispatch Problem
DoorDash delivers millions of orders every day with the help of DeepRed, the system at the center of our last-mile logistics platform.
Iterating Real-time Assignment Algorithms Through Experimentation
DoorDash operates a large, active on-demand logistics system facilitating food deliveries in over 4,000 cities.
DoorDash’s ML Platform – The Beginning
DoorDash uses Machine Learning (ML) at various places like inputs to Dasher Assignment Optimization, balancing Supply & Demand, Fraud prediction, Search Ranking, Menu classification, Recommendations etc.
Next-Generation Optimization for Dasher Dispatch at DoorDash
At DoorDash, our logistics team focuses on efficiently fulfilling high quality deliveries.