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Building a Production-Grade Machine Learning Pipeline: A Complete Practice from ETL to REST API

This article deeply analyzes an open-source production-grade machine learning pipeline project, covering the complete architectural design of ETL data processing, model training, and service deployment, providing a practical reference solution for ML engineering practices.

machine learningETLREST APIMLOpsdata pipelineproduction模型训练特征工程
Published 2026-05-09 07:56Recent activity 2026-05-09 08:00Estimated read 1 min
Building a Production-Grade Machine Learning Pipeline: A Complete Practice from ETL to REST API
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Section 01

导读 / 主楼:Building a Production-Grade Machine Learning Pipeline: A Complete Practice from ETL to REST API

Introduction / Main Floor: Building a Production-Grade Machine Learning Pipeline: A Complete Practice from ETL to REST API

This article deeply analyzes an open-source production-grade machine learning pipeline project, covering the complete architectural design of ETL data processing, model training, and service deployment, providing a practical reference solution for ML engineering practices.