Practice Best Practices for ML Pipelines - 14.7 | 14. Machine Learning Pipelines and Automation | Data Science Advance
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What does it mean to have modular ML pipelines?

πŸ’‘ Hint: Think about how interchangeable parts work.

Question 2

Easy

Why is tracking important in ML pipelines?

πŸ’‘ Hint: Consider the necessity of record-keeping in experiments.

Practice 4 more questions and get performance evaluation

Interactive Quizzes

Engage in quick quizzes to reinforce what you've learned and check your comprehension.

Question 1

What is the primary benefit of keeping ML pipelines modular?

  • Improved accuracy
  • Easier maintenance
  • Higher costs

πŸ’‘ Hint: Think about how different parts of a machine can be replaced.

Question 2

Is it important to track everything in machine learning projects?

  • True
  • False

πŸ’‘ Hint: Remember what happens when you lose track of your data!

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Your team has implemented an ML pipeline that struggles with increasing user data. Describe in detail how you would modify the pipeline for scalability and what tools could facilitate this.

πŸ’‘ Hint: Consider what areas in the pipeline could become bottlenecks.

Question 2

Imagine the accuracy of your model suddenly drops due to unforeseen circumstances. Explain how a human-in-the-loop mechanism could be employed to address this issue.

πŸ’‘ Hint: What sort of thresholds might trigger human intervention?

Challenge and get performance evaluation