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SASInstitute A00-406 exam : SAS® Viya® Supervised Machine Learning Pipelines
- Exam Code: A00-406
- Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
- Updated: Nov 06, 2026
- Q & A: 98 Questions and Answers
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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Supervised Machine Learning Models | - Model selection techniques
|
| Topic 2: Data Preparation for Machine Learning | - Feature engineering
|
| Topic 3: Model Evaluation and Deployment | - Model deployment
|
| Topic 4: Machine Learning Pipelines in SAS Viya | - Model tuning and optimization
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is "model versioning" in the context of model deployment?
- A. The practice of keeping track of different versions of a model to maintain reproducibility
- B. The process of creating synthetic data
- C. The process of training a model from scratch
- D. The process of evaluating model performance
Correct Answer: A 🗳️
In the context of model deployment, what is "model compliance"?
- A. The model's efficiency
- B. The degree to which the model adheres to regulatory or ethical guidelines
- C. The model's simplicity
- D. The process of feature selection
Correct Answer: B 🗳️
What is overfitting in machine learning, and how can it be addressed in a pipeline?
- A. Overfitting occurs when the model is too simple and underperforms.
- B. Overfitting occurs when the model fits the training data too closely and may not generalize well. It can be addressed by regularization techniques.
- C. Overfitting occurs when the model is too complex and overperforms.
- D. Overfitting is not a concern in machine learning pipelines.
Correct Answer: B 🗳️
In model assessment, what does "cross-validation" aim to address?
- A. Model deployment
- B. Training a model
- C. Data preprocessing
- D. Overfitting and generalization
Correct Answer: D 🗳️
What does the term "bagging" refer to in ensemble learning?
- A. The process of combining multiple identical models to reduce variance
- B. A technique that reduces model complexity
- C. A form of dimensionality reduction
- D. A type of feature extraction
Correct Answer: A 🗳️
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