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Question: What is the main advantage of using the F1 Score over accuracy?Options: It considers both ..
Question: In which scenario would you prefer using the Matthews correlation coefficient?Options: Whe..
Question: What does recall measure in a classification task?Options: The ratio of true positives to ..
Question: Which metric is used to evaluate regression models?Options: F1 ScoreMean Absolute ErrorPre..
Question: What does the AUC represent in the context of the ROC curve?Options: The area under the cu..
Question: What is the purpose of the ROC curve?Options: To visualize the trade-off between sensitivi..
Question: What does precision indicate in a confusion matrix?Options: The ratio of true positives to..
Question: Which metric is best used for imbalanced datasets?Options: AccuracyF1 ScoreMean Squared Er..
Question: What does accuracy measure in a classification model?Options: The proportion of true resul..
Question: What role do Decision Trees play in credit scoring?Options: They are used to generate rand..
Question: Which of the following is a real-world application of Random Forests in agriculture?Option..
Question: What is a disadvantage of Decision Trees in real-world applications?Options: They are easy..
Question: In which application would you use Random Forests for fraud detection?Options: To analyze ..
Question: What is a key advantage of using Decision Trees for customer churn prediction?Options: The..
Question: How can Decision Trees be utilized in marketing?Options: To segment customers based on pur..
Question: Which of the following is a benefit of using Random Forests in financial applications?Opti..
Question: In which scenario would a Random Forest be preferred over a single Decision Tree?Options: ..
Question: In Random Forests, what does the term \'feature randomness\' refer to?Options: Randomly se..
Question: Which evaluation metric is commonly used for classification tasks with Decision Trees?Opti..
Question: What is the purpose of pruning in Decision Trees?Options: To increase the depth of the tre..
Question: What is the main disadvantage of Decision Trees?Options: They are computationally expensiv..
Question: What is the Gini impurity used for in Decision Trees?Options: To measure the accuracy of t..
Question: Which of the following is a disadvantage of Decision Trees?Options: They can handle both n..
Question: What type of learning does a Decision Tree primarily use?Options: Unsupervised LearningRei..
Question: Which algorithm is typically faster for making predictions, Decision Trees or Random Fores..
Question: How does a Random Forest improve upon a single Decision Tree?Options: By using a single mo..
Question: What is the main purpose of pruning a Decision Tree?Options: To increase the depth of the ..
Question: In a Random Forest, what is the purpose of bootstrapping?Options: To reduce overfittingTo ..
Question: What is the effect of increasing the number of trees in a Random Forest?Options: It always..
Question: What is a potential drawback of using a very deep Decision Tree?Options: It may not captur..
