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SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions (Q31-Q36):
NEW QUESTION # 31
What is the main advantage of ensemble learning methods, such as Random Forest, in a machine learning pipeline?
- A. They are not suitable for large datasets.
- B. They are simple and easy to interpret.
- C. They require minimal data preprocessing.
- D. They combine multiple models to improve predictive performance.
Answer: D
NEW QUESTION # 32
Which metric is commonly used to evaluate the performance of a regression model?
- A. Precision
- B. Mean Absolute Error (MAE)
- C. F1 Score
- D. Confusion Matrix
Answer: B
NEW QUESTION # 33
What does the term "bias" in machine learning refer to?
- A. A model's inability to generalize to new data
- B. The overall accuracy of a model
- C. The simplicity of a model
- D. Systematic errors that cause a model to consistently underpredict or overpredict
Answer: D
NEW QUESTION # 34
Which feature extraction method can take both interval variables and class variables as inputs?
- A. Autoencoder
- B. Principal component analysis
- C. Singular value decomposition
- D. Robust PCA
Answer: A
NEW QUESTION # 35
When assessing a classification model, what is the confusion matrix used to measure?
- A. Model accuracy
- B. Precision and recall
- C. Data distribution
- D. Model complexity
Answer: B
NEW QUESTION # 36
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