MCQ Collection
gate-da MCQs
Practice gate-da questions with answers and explanations.
A. AB is m×p.
B. BA is always defined.
C. Matrix multiplication is generally not commutative.
D. Computing AB by the standard algorithm uses O(mnp) scalar operations.
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Correct Answer: A|C|D
Explanation:
BA requires p=m.
A. AB is m×p.
B. BA is always defined.
C. Matrix multiplication is generally not commutative.
D. Computing AB by the standard algorithm uses O(mnp) scalar operations.
Show Answer
Correct Answer: A|C|D
Explanation:
BA requires p=m.
A. Precision is TP/(TP+FP).
B. Recall is TP/(TP+FN).
C. Accuracy is always suitable for highly imbalanced data.
D. Specificity is TN/(TN+FP).
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Correct Answer: A|B|D
Explanation:
Accuracy can be misleading under severe imbalance.
A. The learning rate controls step size.
B. A very large learning rate can cause divergence.
C. Every non-convex objective has one unique global minimum.
D. Feature scaling can improve convergence.
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Correct Answer: A|B|D
Explanation:
Non-convex objectives may have many local features.
Choose an option to check your answer.
A.
Binary cross-entropy
B.
Mean absolute temperature
C.
Euclidean area
D.
Hinge length only
Show Answer
Correct Answer: A. Binary cross-entropy
Explanation:
Binary cross-entropy matches Bernoulli likelihood.
Choose an option to check your answer.
A.
No data
B.
Constant arrays only
C.
Its own labels only
D.
Unseen data
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Correct Answer: D. Unseen data
Explanation:
Overfitting harms generalisation.
Choose an option to check your answer.
A.
Binary cross-entropy
B.
Hinge length only
C.
Mean absolute temperature
D.
Euclidean area
Show Answer
Correct Answer: A. Binary cross-entropy
Explanation:
Binary cross-entropy matches Bernoulli likelihood.
Choose an option to check your answer.
A.
Constant arrays only
B.
Unseen data
C.
No data
D.
Its own labels only
Show Answer
Correct Answer: B. Unseen data
Explanation:
Overfitting harms generalisation.
Choose an option to check your answer.
A.
Euclidean area
B.
Hinge length only
C.
Binary cross-entropy
D.
Mean absolute temperature
Show Answer
Correct Answer: C. Binary cross-entropy
Explanation:
Binary cross-entropy matches Bernoulli likelihood.
Choose an option to check your answer.
A.
Unseen data
B.
Constant arrays only
C.
No data
D.
Its own labels only
Show Answer
Correct Answer: A. Unseen data
Explanation:
Overfitting harms generalisation.
Choose an option to check your answer.
A.
Euclidean area
B.
Binary cross-entropy
C.
Mean absolute temperature
D.
Hinge length only
Show Answer
Correct Answer: B. Binary cross-entropy
Explanation:
Binary cross-entropy matches Bernoulli likelihood.
Choose an option to check your answer.
A.
Its own labels only
B.
Unseen data
C.
Constant arrays only
D.
No data
Show Answer
Correct Answer: B. Unseen data
Explanation:
Overfitting harms generalisation.