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SASInstitute A00-406 Exam Syllabus Topics:

SectionWeightObjectives
Data Sources30-36%- Modify and prepare data
- Perform variable selection
- Explore and understand data
- Create a project in Model Studio
- Reduce dimensionality
Model Assessment and Deployment24-30%- Evaluate and compare model performance
- Select champion models
- Apply model assessment principles
- Deploy models into production
Building Models40-46%- Build decision trees and ensemble models
- Understand supervised machine learning concepts
- Build regression models
- Build neural networks and SVM models
- Use model interpretability tools
- Integrate custom code

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

1. What is the purpose of cross-validation in model building and evaluation?

A) Generating synthetic data
B) Splitting the dataset into training and testing sets
C) Reducing the dataset size
D) Assessing the model's generalization performance


2. In the context of data sources, what is meant by data versioning?

A) Storing multiple copies of the same data to increase redundancy
B) Keeping track of different versions or changes to data over time
C) Encrypting data to protect against unauthorized access
D) Compressing data to reduce storage space


3. What is the primary function of a data catalog in managing data sources?

A) Data documentation and discovery
B) Data analysis
C) Data visualization
D) Data storage


4. In the context of data integration, what does "data transformation" refer to?

A) Storing data in a centralized repository
B) Extracting data from source systems
C) Backing up data for disaster recovery
D) Converting and reshaping data to match the target schema


5. When deploying a machine learning model, what is meant by "model latency"?

A) The time it takes for the model to make predictions once deployed
B) The time it takes to create synthetic data
C) The time it takes to build a model
D) The time it takes to train a model


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B
Question # 3
Answer: A
Question # 4
Answer: D
Question # 5
Answer: A

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