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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning Pipelines in SAS Viya | - Pipeline construction
|
| Model Evaluation and Deployment | - Model assessment metrics
|
| Data Preparation for Machine Learning | - Feature engineering
|
| Supervised Machine Learning Models | - Model selection techniques
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
Which technique is used for feature selection in a machine learning pipeline when dealing with a large number of features?
- A. One-Hot Encoding
- B. Principal Component Analysis (PCA)
- C. Naive Bayes
- D. Regularization
Correct Answer: D 🗳️
In reinforcement learning, what is the "reward signal"?
- A. The final prediction made by the model
- B. A numerical value that indicates the performance of an action taken by the agent
- C. A regularization parameter
- D. The accuracy of the model's predictions
Correct Answer: B 🗳️
Which of the following metrics is commonly used to evaluate the performance of a binary classification model in a machine learning pipeline?
- A. Accuracy
- B. Mean Absolute Error (MAE)
- C. R-squared
- D. Root Mean Squared Error (RMSE)
Correct Answer: A 🗳️
What is the primary objective of model evaluation in the context of building predictive models?
- A. Discovering patterns in data
- B. Assessing the model's performance and accuracy
- C. Cleaning the data
- D. Visualizing data
Correct Answer: B 🗳️
What does "data lineage" refer to in the context of data source management?
- A. The history of data transformation processes
- B. The physical location of data storage
- C. The security protocols for data access
- D. The structure of a relational database
Correct Answer: A 🗳️
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