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2 cards from this section. Quick, good the night before a test.
What is the main purpose of automation in ML pipelines?
Think about how tasks can be performed without human work.
Name one tool used for scheduling in ML pipelines.
This tool helps manage the order of tasks.
What is the primary goal of automation in ML pipelines?
What does automation usually improve?
True or False: MLflow is primarily used for deploying models.
What aspect does MLflow focus on?
Design an automation plan for a machine learning project that includes data ingestion, model training, and deployment stages, specifying tools for each stage.
Think about real tools that fit into each segment.
Discuss how you would implement monitoring for a deployed ML model to ensure it adapts to data drift.
Consider the metrics you would need to monitor continuously.
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