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SASInstitute A00-406 Exam Syllabus Topics:

SASInstitute SAS® Viya® Supervised Machine Learning Pipelines Sample Questions:

1. What is the primary goal of A/B testing in the context of model deployment?

A) To evaluate the model's accuracy
B) To compare two different versions of a model or strategy to determine which performs better
C) To create synthetic data
D) To assess data quality

2. 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) Regularization
C) Naive Bayes
D) Principal Component Analysis (PCA)

3. In a supervised machine learning pipeline, what is the purpose of the test data set?

A) To preprocess the data
B) To train the machine learning model
C) To validate the model's performance
D) To evaluate the model's predictions

4. When building a recommendation system, what does "collaborative filtering" rely on?

A) The past behavior or preferences of users
B) The popularity of items
C) The characteristics of the items being recommended
D) Item-based clustering

5. Which statement is true regarding decision trees and models based on ensembles of trees?

A) A single decision tree will always be outperformed by a model based on an ensemble of trees.
B) For a Forest model, the out-of-bag sample is simply the original validation data set from when the raw data partitioning took place.
C) In the Forest algorithm, each individual tree is pruned based on using minimum Average Squared Error.
D) In the gradient boosting algorithm, for all but the first iteration, the target is the residual from the previous decision tree model.

Solutions: