- Exam Code: A00-406
- 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 |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Assessing model performance (metrics, ROC curves, confusion matrices) - Deploying models into production |
| Data Sources | 30-36% | - Importing and preparing data - Exploring and modifying data - Dimensionality reduction and feature engineering |
| Building Models | 40-46% | - 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
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.
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
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
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
Correct Answer: B 🗳️
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