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 |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Evaluate and compare model performance - Select champion models - Deploy models into production - Apply model assessment principles |
| Building Models | 40-46% | - Build decision trees and ensemble models - Build regression models - Understand supervised machine learning concepts - Use model interpretability tools - Integrate custom code - Build neural networks and SVM models |
| Data Sources | 30-36% | - Create a project in Model Studio - Modify and prepare data - Reduce dimensionality - Explore and understand data - Perform variable selection |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is the purpose of regularization techniques in model building, such as L1 and L2 regularization?
- A. To add more features to the model
- B. To prevent overfitting and reduce model complexity
- C. To increase model complexity
- D. To speed up model training
Correct Answer: B 🗳️
What is the primary purpose of "continuous integration and continuous deployment" (CI/CD) in the context of model deployment?
- A. To create synthetic data
- B. To evaluate the model's accuracy
- C. To visualize data distribution
- D. To automate the testing, integration, and deployment of new model versions
Correct Answer: D 🗳️
In the context of data sources, what is ETL?
- A. Extract, Transform, Load
- B. Examine, Test, Log
- C. Execute, Terminate, Launch
- D. Efficient Text Link
Correct Answer: A 🗳️
In a supervised machine learning pipeline, what is the purpose of the test data set?
- A. To preprocess the data
- B. To train the machine learning model
- C. To evaluate the model's predictions
- D. To validate the model's performance
Correct Answer: D 🗳️
What is the primary objective of model validation during the model assessment phase?
- A. To build a model from scratch
- B. To create synthetic data
- C. To assess the accuracy of the model
- D. To ensure the model generalizes well to new, unseen data
Correct Answer: D 🗳️
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