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% | - Deploying models into production - Assessing model performance (metrics, ROC curves, confusion matrices) |
| Topic 2: Data Sources | 30-36% | - Dimensionality reduction and feature engineering - Exploring and modifying data - Importing and preparing data |
| Topic 3: Building Models | 40-46% | - Model comparison and selection - Supervised model creation (decision trees, ensembles, SVM, neural networks) |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is the primary goal of A/B testing in the context of model deployment?
- A. To evaluate the model's accuracy
- B. To compare two different versions of a model or strategy to determine which performs better
- C. To create synthetic data
- D. To assess data quality
Correct Answer: B 🗳️
Which type of model is typically used for time-series forecasting?
- A. Decision Trees
- B. Logistic Regression
- C. K-Means Clustering
- D. AutoRegressive Integrated Moving Average (ARIMA)
Correct Answer: D 🗳️
In the context of model deployment, what is "model compliance"?
- A. The model's simplicity
- B. The model's efficiency
- C. The degree to which the model adheres to regulatory or ethical guidelines
- D. The process of feature selection
Correct Answer: C 🗳️
What is the purpose of an ROC curve (Receiver Operating Characteristic) in model assessment?
- A. To compare a model's true positive rate with the false positive rate
- B. To measure feature importance
- C. To evaluate regression models
- D. To visualize data distribution
Correct Answer: A 🗳️
What is "model versioning" in the context of model deployment?
- A. The process of evaluating model performance
- B. The process of creating synthetic data
- C. The process of training a model from scratch
- D. The practice of keeping track of different versions of a model to maintain reproducibility
Correct Answer: D 🗳️
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