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SASInstitute A00-406 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Model Evaluation and Deployment | - Model assessment metrics
|
| Machine Learning Pipelines in SAS Viya | - Model tuning and optimization
|
| Data Preparation for Machine Learning | - Data cleaning and preprocessing
|
| Supervised Machine Learning Models | - Regression and classification models
|
SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:
1. A project has been created and a pipeline has been run in Model Studio.
Which project setting can you edit?
A) Partition Data percentages
B) Rules for model comparison statistic
C) Event-based Sampling proportions
D) Advisor Options for missing values
2. When building a recommendation system, what does "collaborative filtering" rely on?
A) Item-based clustering
B) The characteristics of the items being recommended
C) The popularity of items
D) The past behavior or preferences of users
3. In machine learning, what does "overfitting" refer to?
A) A model that has too much complexity and fits the training data too closely
B) A model that is unable to make predictions
C) A model that performs well on new, unseen data
D) A model that is undertrained and has high bias
4. Which data source allows for real-time data streaming and processing?
A) IoT devices
B) Cloud storage
C) Static data files
D) Data warehouses
5. Refer to the treemap shown in the exhibit below:
Which statement is true about the tree map for a decision tree with a binary target?
A) The top bar represents the node with the highest count.
B) The darker bars represent nodes with a lower probability of event.
C) The top bar represents the node with the highest probability of event.
D) The wider bars represent nodes with a higher probability of event.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: A |
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