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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Model Assessment and Deployment | 24-30% | - Assessing model performance (metrics, ROC curves, confusion matrices) - Deploying models into production |
| Topic 2: Building Models | 40-46% | - Model comparison and selection - Supervised model creation (decision trees, ensembles, SVM, neural networks) |
| Topic 3: Data Sources | 30-36% | - Exploring and modifying data - Importing and preparing data - Dimensionality reduction and feature engineering |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Question 1
What is the main purpose of feature engineering in model building?
A. Model evaluation
B. Data preprocessing
C. Data visualization
D. Creating new features or transforming existing ones to improve model performance
Question 2
Which of the following is a common source for external data in the context of business analytics?
A. Employee records
B. Intranet databases
C. Company financial reports
D. CRM data
Question 3
In model evaluation, what is the purpose of a ROC curve (Receiver Operating Characteristic)?
A. To measure feature importance
B. To compare models' performance in terms of sensitivity and specificity
C. To evaluate the mean squared error of a model
D. To visualize data distribution
Question 4
In the context of data sources, what is meant by data versioning?
A. Compressing data to reduce storage space
B. Keeping track of different versions or changes to data over time
C. Encrypting data to protect against unauthorized access
D. Storing multiple copies of the same data to increase redundancy
Question 5
Which statements are true for the F1 score?
(Choose 2.)
A. F1 score is calculated based on a depth value.
B. F1 score is calculated based on a cut off value.
C. F1 score is applicable to a model with a binary target.
D. F1 score is applicable to a model with an interval target.
Solutions:
| Question 1 Answer: D | Question 2 Answer: C | Question 3 Answer: B | Question 4 Answer: B | Question 5 Answer: B,C |





