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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the purpose of version control in machine learning?
π‘ Hint: Think about why itβs important to go back to a previous state.
Question 2
Easy
Define what is meant by reproducibility in the context of machine learning.
π‘ Hint: Consider if someone else could get the same results.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the key benefit of using version control in model deployment?
π‘ Hint: Think about why you would need to go back to an earlier state of your model.
Question 2
True or False: Continuous monitoring can help identify data drift.
π‘ Hint: Consider what happens when the input data changes.
Solve 2 more questions and get performance evaluation
Push your limits with challenges.
Question 1
You are deploying a model that begins to show different performance metrics after a few months. What steps would you take to investigate potential data drift?
π‘ Hint: Think about how you can track changes over time.
Question 2
Describe a strategy to ensure model fairness and mitigate bias during the deployment process.
π‘ Hint: Consider collaboration with ethicists and diverse stakeholders.
Challenge and get performance evaluation