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: Data Sources | 30-36% | - Reduce dimensionality - Create a project in Model Studio - Modify and prepare data - Perform variable selection - Explore and understand data |
| Topic 2: Model Assessment and Deployment | 24-30% | - Evaluate and compare model performance - Apply model assessment principles - Deploy models into production - Select champion models |
| Topic 3: Building Models | 40-46% | - Build neural networks and SVM models - Build regression models - Use model interpretability tools - Build decision trees and ensemble models - Understand supervised machine learning concepts - Integrate custom code |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Which statement is true regarding decision trees and models based on ensembles of trees?
- A. In the gradient boosting algorithm, for all but the first iteration, the target is the residual from the previous decision tree model.
- B. For a Forest model, the out-of-bag sample is simply the original validation data set from when the raw data partitioning took place.
- C. In the Forest algorithm, each individual tree is pruned based on using minimum Average Squared Error.
- D. A single decision tree will always be outperformed by a model based on an ensemble of trees.
Correct Answer: A 🗳️
In machine learning, what does "overfitting" refer to?
- A. A model that is undertrained and has high bias
- B. A model that has too much complexity and fits the training data too closely
- C. A model that is unable to make predictions
- D. A model that performs well on new, unseen data
Correct Answer: B 🗳️
Which algorithm is commonly used for decision-making tasks in classification models?
- A. K-Means
- B. Decision Trees
- C. Linear Regression
- D. Principal Component Analysis (PCA)
Correct Answer: B 🗳️
When building a recommendation system, which type of filtering is based on the user's behavior and preferences?
- A. Singular Value Decomposition (SVD)
- B. Matrix factorization
- C. Content-based filtering
- D. Collaborative filtering
Correct Answer: D 🗳️
In the context of data sources, what is ETL?
- A. Execute, Terminate, Launch
- B. Examine, Test, Log
- C. Extract, Transform, Load
- D. Efficient Text Link
Correct Answer: C 🗳️
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