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Data / ML, Engineering

Continuous Integration and Deployment for Machine Learning Online Serving and Models

June 30, 2021 / Global
Featured image for Continuous Integration and Deployment for Machine Learning Online Serving and Models
Figure 2: Model Deployment Workflow and Health Check Workflow
Figure 3: Real-time prediction traffic distribution among a set of models
Joseph Wang

Joseph Wang

Joseph Wang is a Staff Software Engineer on Uber's Machine Learning Platform team. He is based in San Francisco. He worked on Feature Store, realtime model prediction service, model quality platform, and model performance.

Jia Li

Jia Li

Jia Li is a Senior Software Engineer on Uber's Machine Learning Platform team. He works on model deployment, realtime prediction, and model monitoring.

Yi Zhang

Yi Zhang

Yi Zhang is a Senior Software Engineer on Uber's Machine Learning Platform team. She thrives while solving big data problems, from data infrastructure to data application layers.

Yunfeng Bai

Yunfeng Bai

Yunfeng Bai was a TLM on Uber's Machine Learning Platform team. He led the team on model management and real-time prediction related efforts.

Posted by Joseph Wang, Jia Li, Yi Zhang, Yunfeng Bai