Practice Advanced Evaluation Techniques - 12.5 | 12. Model Evaluation and Validation | Data Science Advance
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is bootstrapping?

πŸ’‘ Hint: Think about how we estimate variability in statistics.

Question 2

Easy

What does a confusion matrix display?

πŸ’‘ Hint: Consider the four possible outcomes of a classification task.

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 bootstrapping primarily used for?

  • Data Preprocessing
  • Model Evaluation
  • Feature Selection

πŸ’‘ Hint: Think about the purpose of resampling.

Question 2

True or False: Time-series cross-validation allows using future information when training a model.

  • True
  • False

πŸ’‘ Hint: Consider the implications of causal relationships in time series.

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

A model yields a significant discrepancy in accuracy using standard cross-validation versus time-series validation. Discuss the implications and necessary adjustments in model training.

πŸ’‘ Hint: What changes would you make to your dataset?

Question 2

Given a confusion matrix showing a high rate of false positives, suggest model tuning strategies to address this issue.

πŸ’‘ Hint: What impact does changing the threshold have on classification outcomes?

Challenge and get performance evaluation