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?

💡 Hint: Think about how interchangeable parts work.

Question 2

Easy

Why is tracking important in ML pipelines?

💡 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

💡 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

💡 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.

💡 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.

💡 Hint: What sort of thresholds might trigger human intervention?

Challenge and get performance evaluation