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Moving from Dev Notebooks to Production Code - ML 098

Adventures in Machine Learning

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Managing Software Versions and Serialization Challenges in Python

This chapter explores the challenges of serialization format changes in Python, the importance of tracking and managing software versions, and the significance of version locking to prevent unexpected failures in production ML systems. It also discusses saving development environments and capturing metadata for production deployment.

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