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SASInstitute A00-406 Exam Syllabus Topics:

SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:

1. Refer to the treemap shown in the exhibit below:

Which statement is true about the tree map for a decision tree with a binary target?

A) The wider bars represent nodes with a higher probability of event.
B) The top bar represents the node with the highest count.
C) The darker bars represent nodes with a lower probability of event.
D) The top bar represents the node with the highest probability of event.

2. In a supervised learning pipeline, what is the role of the training data set?

A) To train the machine learning model
B) To test the model's generalization capability
C) To validate the model's performance
D) To evaluate the model's predictions

3. What is the primary purpose of model deployment in the context of data science and machine learning?

A) Model building
B) Data preprocessing
C) Making the model available for use in real-world applications
D) Model evaluation

4. In the context of model deployment, what is "model compliance"?

A) The degree to which the model adheres to regulatory or ethical guidelines
B) The model's efficiency
C) The model's simplicity
D) The process of feature selection

5. What does the term "bagging" refer to in ensemble learning?

A) The process of combining multiple identical models to reduce variance
B) A type of feature extraction
C) A technique that reduces model complexity
D) A form of dimensionality reduction

Solutions: