[资源介绍]
How We Built Infrastructure to Run User Forecasts at Spotify | Spotify Engineering
TL;DR With Spotify’s rapid global expansion to more than 180 countries, it’s critical that the infrastructure of user forecasts catch up to business needs. As the business evolves, we need an infrastructure in place that can satisfy the varying needs of stakeholders across the company. To enable fast iterations and facilitate model training, we built a system that allows user forecasts to run both on demand and automatically every week, with the heavy hyperparameter tuning part running on the weekend. The system creates visualizations and automated insights to surface information, and provides easy-to-use tools for manual interventions for both data scientists and business stakeholders.
* Spotify 的用户预测基础设施
