Practice Model Retraining and Feedback Loops - 20.5 | 20. Deployment and Monitoring of Machine Learning Models | Data Science Advance
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Model Retraining and Feedback Loops

20.5 - Model Retraining and Feedback Loops

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Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is model retraining?

💡 Hint: Think about why models need to change over time.

Question 2 Easy

Name one reason for retraining a model.

💡 Hint: What happens if data changes and the model doesn’t adapt?

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the primary purpose of model retraining?

To reduce the computational cost
To improve or maintain model performance
To increase the model size

💡 Hint: Why would a model need to be updated?

Question 2

True or False: A/B testing is used to compare the performance of models.

True
False

💡 Hint: Think about testing two versions of the same software.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Design a scenario using A/B testing for a new social media algorithm. Explain how you would set it up and what metrics you would use to assess its success.

💡 Hint: Consider the differences between the two groups.

Challenge 2 Hard

Explain how you would implement human-in-the-loop feedback in a driverless car system. What steps would ensure the model benefits from expert feedback?

💡 Hint: Think about real-world scenarios where human insights can significantly impact decision-making.

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