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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Sources | 30-36% | - Reduce dimensionality - Modify and prepare data - Create a project in Model Studio - Perform variable selection - Explore and understand data |
| Model Assessment and Deployment | 24-30% | - Apply model assessment principles - Deploy models into production - Evaluate and compare model performance - Select champion models |
| Building Models | 40-46% | - Integrate custom code - Use model interpretability tools - Build decision trees and ensemble models - Understand supervised machine learning concepts - Build neural networks and SVM models - Build regression models |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Question #1
When building a recommendation system, which type of filtering is based on the user's behavior and preferences?
A. Collaborative filtering
B. Content-based filtering
C. Matrix factorization
D. Singular Value Decomposition (SVD)
Question #2
Which of the following is NOT a common data format for exchanging data between systems?
A. SQL (Structured Query Language)
B. CSV (Comma-Separated Values)
C. JSON (JavaScript Object Notation)
D. HTML (Hypertext Markup Language)
Question #3
What is a data lake?
A. A data storage solution designed for high-speed data retrieval
B. A specialized database for time-series data
C. A centralized repository for storing all structured and unstructured data at any scale
D. A backup system for relational databases
Question #4
What is the main advantage of using a RESTful API (Representational State Transfer) as a data source?
A. Support for complex data structures
B. Real-time data processing
C. High security features
D. Simple and standardized communication
Question #5
What is the primary purpose of model deployment in the context of data science and machine learning?
A. Making the model available for use in real-world applications
B. Model building
C. Data preprocessing
D. Model evaluation
Solutions:
| Question #1 Correct Answer: A | Question #2 Correct Answer: A | Question #3 Correct Answer: C | Question #4 Correct Answer: D | Question #5 Correct Answer: A |
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