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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Deploy models into production - Evaluate and compare model performance - Select champion models - Apply model assessment principles |
| Data Sources | 30-36% | - Create a project in Model Studio - Reduce dimensionality - Explore and understand data - Perform variable selection - Modify and prepare data |
| Building Models | 40-46% | - Understand supervised machine learning concepts - Build regression models - Use model interpretability tools - Build decision trees and ensemble models - Build neural networks and SVM models - Integrate custom code |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is the primary difference between supervised and unsupervised learning in model building?
- A. The use of feature engineering
- B. The presence or absence of a target variable
- C. The type of data used
- D. The amount of labeled data required
Correct Answer: B 🗳️
When building a deep learning neural network, what is the purpose of the activation function in each neuron?
- A. To introduce non-linearity
- B. To define the learning rate
- C. To initialize the model
- D. To control the number of hidden layers
Correct Answer: A 🗳️
In model assessment, what does "cross-validation" aim to address?
- A. Model deployment
- B. Training a model
- C. Data preprocessing
- D. Overfitting and generalization
Correct Answer: D 🗳️
Which of the following is NOT a common data format for exchanging data between systems?
- A. JSON (JavaScript Object Notation)
- B. SQL (Structured Query Language)
- C. HTML (Hypertext Markup Language)
- D. CSV (Comma-Separated Values)
Correct Answer: B 🗳️
Which metric is commonly used to evaluate the performance of a regression model?
- A. Precision
- B. Confusion Matrix
- C. Mean Absolute Error (MAE)
- D. F1 Score
Correct Answer: C 🗳️
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