The Question
ML DesignRide-Sharing Dynamic Pricing System
Design a real-time dynamic pricing and surge engine for a global ride-hailing marketplace. The system should intelligently balance rider demand and driver supply across different geographic locations and time intervals to maximize marketplace efficiency and reliability, while handling high-scale streaming data and strict latency constraints.
XGBoost/LightGBM
Contextual Bandits
LSTM/Prophet
K-Means Clustering
Flink
February 25, 2026