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Machine Learning-25-26

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What is the main purpose of the “kernel trick” in

SVMs?

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In SVM terminology, what are the “support

vectors”?

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Random Forest is an enhancement of Bagging

primarily because it introduces additional randomness by:

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The primary goal of a linear Support Vector Machine

(SVM) is to find a decision boundary, known as a hyperplane, that:

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The primary goal of PCA is to find a new set of

features (principal components) that:

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What is the core idea behind the “Bagging” (Bootstrap

Aggregating) ensemble method?

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In the K-Means algorithm, a “centroid” represents:
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What does the F1-Score represent?
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The purpose of K-fold cross-validation is to:
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When a machine learning model performs very well on

the data it was trained on but poorly on new, unseen data, this

situation is known as:

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