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Machine Learning-25-26

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A model that is too simple and fails to capture the

underlying patterns in the training data, leading to poor performance on

both training and test sets, is said to be:

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Which metric is commonly used in the CART algorithm

to measure the impurity of a node for a classification task?

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Which of the following describes a

reinforcement learning problem?

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Which of the following is a known limitation

of the K-Means algorithm?

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The distance between the decision boundary and the

closest data points (the support vectors) in an SVM is called the:

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In machine learning, the dataset used to provide an

unbiased evaluation of a final trained model’s performance is called

the:

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A model with an Area Under the ROC Curve (AUC) score

of 0.5 would be considered:

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In a 5-fold cross-validation, how is the dataset

divided?

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There are 200 patients with a disease. A model

correctly identifies 150 of them. What is the model’s Recall?

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Which performance metric is generally most

important when the cost of a False Negative (e.g., failing to detect a

serious illness) is very high?

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