Real-time Spatial and Temporal Forecasting [Lyft]

22/12/2025 11 min Episodio 117

Listen "Real-time Spatial and Temporal Forecasting [Lyft]"

Episode Synopsis

In this episode, we explore how Lyft identified the right algorithmic approach for building a real-time spatial-temporal forecasting system. The team evaluated two major model families for this task: classical time-series models and deep neural networks. This study highlights the balance between accuracy and practicality—and serves as a valuable guide for choosing machine learning solutions that truly meet business needs.For more details, you can refer to their published tech blog, linked here for your reference: https://eng.lyft.com/real-time-spatial-temporal-forecasting-lyft-fa90b3f3ec24