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 | Objectives |
|---|---|
| Model Evaluation and Deployment | - Model deployment
|
| Supervised Machine Learning Models | - Regression and classification models
|
| Machine Learning Pipelines in SAS Viya | - Model tuning and optimization
|
| Data Preparation for Machine Learning | - Feature engineering
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
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
Correct Answer: C 🗳️
What is the purpose of cross-entropy loss in machine learning, especially in the context of classification?
- A. To evaluate feature importance
- B. To calculate the mean squared error of a regression model
- C. To quantify the variance of a model
- D. To measure the dissimilarity between predicted and actual class probabilities
Correct Answer: D 🗳️
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. Converting and reshaping data to match the target schema
- D. Backing up data for disaster recovery
Correct Answer: C 🗳️
Which type of model is typically used for time-series forecasting?
- A. K-Means Clustering
- B. Decision Trees
- C. AutoRegressive Integrated Moving Average (ARIMA)
- D. Logistic Regression
Correct Answer: C 🗳️
What is the primary difference between supervised and unsupervised learning in model building?
- A. The use of feature engineering
- B. The type of data used
- C. The presence or absence of a target variable
- D. The amount of labeled data required
Correct Answer: C 🗳️
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