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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Assessment and Deployment | 24-30% | - Deploy models into production - Select champion models - Evaluate and compare model performance - Apply model assessment principles |
| Data Sources | 30-36% | - Explore and understand data - Modify and prepare data - Create a project in Model Studio - Reduce dimensionality - Perform variable selection |
| Building Models | 40-46% | - Integrate custom code - Use model interpretability tools - Build decision trees and ensemble models - Build regression models - Understand supervised machine learning concepts - Build neural networks and SVM models |
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
In machine learning, what does "overfitting" refer to?
- A. A model that performs well on new, unseen data
- B. A model that is undertrained and has high bias
- C. A model that has too much complexity and fits the training data too closely
- D. A model that is unable to make predictions
Correct Answer: C 🗳️
In reinforcement learning, what is the agent's objective?
- A. To generate synthetic data
- B. To maximize a cumulative reward over time
- C. To make predictions
- D. To learn from labeled data
Correct Answer: B 🗳️
What is the main purpose of feature engineering in model building?
- A. Creating new features or transforming existing ones to improve model performance
- B. Data preprocessing
- C. Data visualization
- D. Model evaluation
Correct Answer: A 🗳️
In natural language processing (NLP), what is a common preprocessing step for text data before building models?
- A. Tokenization
- B. One-Hot Encoding
- C. Principal Component Analysis (PCA)
- D. Standardization
Correct Answer: A 🗳️
What is the primary objective of model evaluation in the context of building predictive models?
- A. Assessing the model's performance and accuracy
- B. Discovering patterns in data
- C. Cleaning the data
- D. Visualizing data
Correct Answer: A 🗳️
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