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 |
|---|---|
| Topic 1: Machine Learning Pipelines in SAS Viya | - Model tuning and optimization
|
| Topic 2: Supervised Machine Learning Models | - Model selection techniques
|
| Topic 3: Model Evaluation and Deployment | - Model assessment metrics
|
| Topic 4: Data Preparation for Machine Learning | - Data cleaning and preprocessing
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
What is "model retraining" in the context of model deployment?
- A. The process of building the initial model
- B. The process of feature selection
- C. The process of data preprocessing
- D. Periodically updating and improving a deployed model with new data
Correct Answer: D 🗳️
What is the primary objective of model evaluation in the context of building predictive models?
- A. Assessing the model's performance and accuracy
- B. Visualizing data
- C. Cleaning the data
- D. Discovering patterns in data
Correct Answer: A 🗳️
In a supervised learning pipeline, what is the role of the training data set?
- A. To validate the model's performance
- B. To test the model's generalization capability
- C. To train the machine learning model
- D. To evaluate the model's predictions
Correct Answer: C 🗳️
What does the term "bias" in machine learning refer to?
- A. The overall accuracy of a model
- B. Systematic errors that cause a model to consistently underpredict or overpredict
- C. The simplicity of a model
- D. A model's inability to generalize to new data
Correct Answer: B 🗳️
In the context of data sources, what is meant by data versioning?
- A. Encrypting data to protect against unauthorized access
- B. Keeping track of different versions or changes to data over time
- C. Storing multiple copies of the same data to increase redundancy
- D. Compressing data to reduce storage space
Correct Answer: B 🗳️
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