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SASInstitute A00-406 Exam Syllabus Topics:

SectionWeightObjectives
Model Assessment and Deployment24-30%- Deploy models into production
- Evaluate and compare model performance
- Select champion models
- Apply model assessment principles
Data Sources30-36%- Create a project in Model Studio
- Reduce dimensionality
- Explore and understand data
- Perform variable selection
- Modify and prepare data
Building Models40-46%- 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
Reveal Solution  Discussion  0

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
Reveal Solution  Discussion  0

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
Reveal Solution  Discussion  0

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)
Reveal Solution  Discussion  0

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
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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