SMRTR ProgrammingOct 16, 2025Daily.dev

How to Build End-to-End Machine Learning Lineage

SMRTR summary

Building a comprehensive machine learning lineage system requires tracking data, experiments, models, and predictions throughout the entire ML lifecycle to ensure reproducibility and compliance. This tutorial demonstrates creating an end-to-end ML lineage solution using DVC, AWS S3, and Prefect for a serverless price prediction system deployed on AWS Lambda.

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