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 assessment metrics
|
| Data Preparation for Machine Learning | - Data cleaning and preprocessing
|
| Supervised Machine Learning Models | - Model selection techniques
|
| Machine Learning Pipelines in SAS Viya | - Model tuning and optimization
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Which of the following is NOT a common data format for exchanging data between systems?
- A. SQL (Structured Query Language)
- B. JSON (JavaScript Object Notation)
- C. CSV (Comma-Separated Values)
- D. HTML (Hypertext Markup Language)
Correct Answer: A 🗳️
In a supervised machine learning pipeline, what is the purpose of the test data set?
- A. To evaluate the model's predictions
- B. To train the machine learning model
- C. To validate the model's performance
- D. To preprocess the data
Correct Answer: C 🗳️
What is "model retraining" in the context of model deployment?
- A. The process of data preprocessing
- B. Periodically updating and improving a deployed model with new data
- C. The process of feature selection
- D. The process of building the initial model
Correct Answer: B 🗳️
When deploying a machine learning model, what is meant by "model latency"?
- A. The time it takes to train a model
- B. The time it takes for the model to make predictions once deployed
- C. The time it takes to create synthetic data
- D. The time it takes to build a model
Correct Answer: B 🗳️
In model evaluation, what is the purpose of a ROC curve (Receiver Operating Characteristic)?
- A. To visualize data distribution
- B. To compare models' performance in terms of sensitivity and specificity
- C. To evaluate the mean squared error of a model
- D. To measure feature importance
Correct Answer: B 🗳️
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