14.4 - Automation in ML Pipelines
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Practice Questions
Test your understanding with targeted questions
What is the main purpose of automation in ML pipelines?
💡 Hint: Think about how tasks can be performed without human work.
Name one tool used for scheduling in ML pipelines.
💡 Hint: This tool helps manage the order of tasks.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary goal of automation in ML pipelines?
💡 Hint: What does automation usually improve?
True or False: MLflow is primarily used for deploying models.
💡 Hint: What aspect does MLflow focus on?
2 more questions available
Challenge Problems
Push your limits with advanced challenges
Design an automation plan for a machine learning project that includes data ingestion, model training, and deployment stages, specifying tools for each stage.
💡 Hint: 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.
💡 Hint: Consider the metrics you would need to monitor continuously.
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