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Remove grammar fix request fix
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profvjreddi committed Jan 11, 2025
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Expand Up @@ -424,8 +424,6 @@ In subsequent chapters, we will explore key questions related to deployment and

These questions emphasize the interconnected nature of deployment and integration within the lifecycle, highlighting the importance of aligning technical and operational priorities to create systems that deliver meaningful, lasting impact.

Here's the refined **Monitoring and Maintenance** section with enhanced clarity and systems-level integration:

## Monitoring and Maintenance

Monitoring and maintenance represent the ongoing, critical processes that ensure the continued effectiveness and reliability of deployed machine learning systems. Unlike traditional software, ML systems must account for shifts in data distributions, changing usage patterns, and evolving operational requirements. Monitoring provides the feedback necessary to adapt to these challenges, while maintenance ensures the system evolves to meet new needs.
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