Exam Name: SAS® Viya® Supervised Machine Learning Pipelines
Certification Provider: SASInstitute
Corresponding Certification: SAS Certified Specialist
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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Model Assessment and Deployment | 24-30% | - Deploy models into production - Evaluate and compare model performance - Select champion models - Apply model assessment principles |
| Topic 2: Building Models | 40-46% | - Build neural networks and SVM models - Build regression models - Understand supervised machine learning concepts - Integrate custom code - Use model interpretability tools - Build decision trees and ensemble models |
| Topic 3: Data Sources | 30-36% | - Reduce dimensionality - Perform variable selection - Create a project in Model Studio - Explore and understand data - Modify and prepare data |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is the purpose of data profiling in data source management?
- A. To optimize data storage
- B. To create data visualizations
- C. To execute data queries
- D. To assess the quality and characteristics of data
Correct Answer: D 🗳️
In model evaluation, what is the purpose of a ROC curve (Receiver Operating Characteristic)?
- A. To measure feature importance
- B. To evaluate the mean squared error of a model
- C. To compare models' performance in terms of sensitivity and specificity
- D. To visualize data distribution
Correct Answer: C 🗳️
What is the primary goal of hyperparameter tuning during model building?
- A. To add more features to the model
- B. To improve data preprocessing techniques
- C. To optimize the settings that control the model's learning process
- D. To increase model complexity
Correct Answer: C 🗳️
What is "model retraining" in the context of model deployment?
- A. The process of building the initial model
- B. Periodically updating and improving a deployed model with new data
- C. The process of data preprocessing
- D. The process of feature selection
Correct Answer: B 🗳️
What is "model versioning" in the context of model deployment?
- A. The process of training a model from scratch
- B. The practice of keeping track of different versions of a model to maintain reproducibility
- C. The process of creating synthetic data
- D. The process of evaluating model performance
Correct Answer: B 🗳️
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