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Ctrip Technology
Ctrip Technology
Jan 5, 2017 · Artificial Intelligence

Practical Approaches to Deploying Machine Learning Models: PMML, Rserve, and Spark in Production

This article shares practical engineering experiences for deploying machine learning models in production, covering three typical scenarios—real‑time small data, real‑time large data, and offline predictions—and detailing how to use PMML, Rserve, Spark, shell scripts, and related tools to meet performance and operational requirements.

Machine LearningPMMLRserve
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Practical Approaches to Deploying Machine Learning Models: PMML, Rserve, and Spark in Production