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% | - Assessing model performance (metrics, ROC curves, confusion matrices) - Deploying models into production |
| Building Models | 40-46% | - Model comparison and selection - Supervised model creation (decision trees, ensembles, SVM, neural networks) |
| 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:
What is the primary role of a loss function in model training?
- A. To maximize the model's performance
- B. To assess the accuracy of the model
- C. To visualize the data
- D. To measure the difference between predicted and actual values
What is the primary purpose of model documentation in the model deployment phase?
- A. To provide information on the model's development, architecture, and usage
- B. To create synthetic data
- C. To assess data quality
- D. To evaluate the model's accuracy
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.
In the context of model assessment, what does "bias" refer to?
- A. The process of feature engineering
- B. A systematic error that causes a model to consistently overpredict
- C. The simplicity of the model
- D. A measure of the model's precision
Which algorithm is commonly used for decision-making tasks in classification models?
- A. Decision Trees
- B. K-Means
- C. Principal Component Analysis (PCA)
- D. Linear Regression
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