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1. Which algorithm is commonly used for binary classification in machine learning pipelines, especially when dealing with imbalanced datasets?
A) Principal Component Analysis (PCA)
B) Linear Regression
C) K-Means Clustering
D) Support Vector Machine (SVM)
2. 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 wider bars represent nodes with a higher probability of event.
B) The top bar represents the node with the highest probability of event.
C) The top bar represents the node with the highest count.
D) The darker bars represent nodes with a lower probability of event.
3. What is a common example of an external data source for an organization?
A) Employee databases
B) Internal emails
C) Customer surveys
D) Intranet portals
4. What is "model deployment" in the context of data science and machine learning?
A) Making the model available for use in real-world applications
B) The process of data cleaning
C) The process of selecting features
D) The process of building a model
5. What does "feature selection" refer to in the context of model building?
A) The evaluation of model accuracy
B) The visualization of data distribution
C) The process of choosing the most relevant variables (features) for the model
D) The creation of synthetic features from existing data
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: C |
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