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5 cards from this section. Quick, good the night before a test.
What does MLOps stand for?
Think about managing machine learning systems.
Name one tool used for experiment tracking.
Consider popular platforms for ML project management.
What does MLOps stand for?
It involves operational aspects of machine learning.
Continuous Integration is about:
Consider how software development flows operate.
Design an MLOps strategy for a startup introducing a customer recommendation system. Discuss key components like model tracking, retraining, and CI/CD.
Think about the real-world changing data and how you’d maintain accuracy.
Analyze a scenario where a model begins to show signs of drift. What steps would you take to address this using MLOps principles?
Focus on tracking performance metrics and workflows for retraining.
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