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SASInstitute A00-406 Exam Syllabus Topics:

SectionWeightObjectives
Model Assessment and Deployment24-30%- Assessing model performance (metrics, ROC curves, confusion matrices)
- Deploying models into production
Data Sources30-36%- Importing and preparing data
- Exploring and modifying data
- Dimensionality reduction and feature engineering
Building Models40-46%- Supervised model creation (decision trees, ensembles, SVM, neural networks)
- Model comparison and selection

SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:

Which of the following best describes unstructured data?

  • A. Data that is difficult to process and lacks a predefined structure
  • B. Data stored in a relational database
  • C. Data with a clear schema
  • D. Data that is organized in rows and columns
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

What is the main advantage of ensemble learning methods, such as Random Forest, in a machine learning pipeline?

  • A. They combine multiple models to improve predictive performance.
  • B. They are simple and easy to interpret.
  • C. They require minimal data preprocessing.
  • D. They are not suitable for large datasets.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

What is the purpose of data profiling in data source management?

  • A. To assess the quality and characteristics of data
  • B. To execute data queries
  • C. To create data visualizations
  • D. To optimize data storage
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Which data source allows for real-time data streaming and processing?

  • A. Static data files
  • B. Data warehouses
  • C. Cloud storage
  • D. IoT devices
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

In a supervised learning pipeline, what is the role of the training data set?

  • A. To test the model's generalization capability
  • B. To train the machine learning model
  • C. To validate the model's performance
  • D. To evaluate the model's predictions
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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