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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Apply model assessment principles - Select champion models - Deploy models into production - Evaluate and compare model performance |
| Data Sources | 30-36% | - Modify and prepare data - Create a project in Model Studio - Reduce dimensionality - Perform variable selection - Explore and understand data |
| Building Models | 40-46% | - Build regression models - Integrate custom code - Understand supervised machine learning concepts - Build neural networks and SVM models - Build decision trees and ensemble models - Use model interpretability tools |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Question 1
Which data source allows for real-time data streaming and processing?
A. IoT devices
B. Cloud storage
C. Static data files
D. Data warehouses
Question 2
What is the main purpose of feature engineering in model building?
A. Data visualization
B. Model evaluation
C. Creating new features or transforming existing ones to improve model performance
D. Data preprocessing
Question 3
What is the primary purpose of "continuous integration and continuous deployment" (CI/CD) in the context of model deployment?
A. To evaluate the model's accuracy
B. To visualize data distribution
C. To automate the testing, integration, and deployment of new model versions
D. To create synthetic data
Question 4
What is the primary purpose of model deployment in the context of data science and machine learning?
A. Model evaluation
B. Data preprocessing
C. Model building
D. Making the model available for use in real-world applications
Question 5
What is the primary role of a loss function in model training?
A. To maximize the model's performance
B. To measure the difference between predicted and actual values
C. To assess the accuracy of the model
D. To visualize the data
Solutions:
| Question 1 Answer: A | Question 2 Answer: C | Question 3 Answer: C | Question 4 Answer: D | Question 5 Answer: B |
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