20.6.1 - Best Practices
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Practice Questions
Test your understanding with targeted questions
What is version control?
💡 Hint: Think about how you can track changes like in documents.
Name one tool used for reproducible pipelines.
💡 Hint: Consider tools specifically designed for machine learning.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary purpose of version control?
💡 Hint: Think about how changes need to be documented in data science.
True or False: Reproducible pipelines ensure that every experiment is unique.
💡 Hint: Consider the meaning of reproducibility.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Consider a scenario where a deployed model starts showing poor performance. Outline your steps for troubleshooting and monitoring.
💡 Hint: Think about how changes in the data might affect model outcomes.
You have a team of data scientists who are experiencing difficulties collaborating on model development without version control. Propose a solution and describe its implementation.
💡 Hint: Consider how collaboration can be structured and documented.
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