Data Science and Artificial Intelligence
GATE DA year:2025 PYQs
Build your understanding with focused practice from past exam papers.
Questions 31–40 of 65. Imported answers require independent review unless marked reviewed.
Question 31
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There are three boxes containing white balls and black balls.
Box-1 contains 2 black and 1 white balls.
Box-2 contains 1 black and 2 white balls.
Box-3 contains 3 black and 3 white balls.
In a random experiment, one of these boxes is selected, where the probability of choosing Box-1 is
, Box-2 is
, and Box-3 is
. A ball is drawn at random from the selected box. Given that the ball drawn is white, the probability that it is drawn from Box-2 is ________ (Round off to two decimal places)Log in to check the answer
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____________
(Round off to one decimal place)Log in to check the answer
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On a relation named Loan of a bank:
loan_number | branch_name | amount |
|---|---|---|
L11 | Banjara Hills | 9000 |
L14 | Kondapur | 5000 |
L15 | SR Nagar | 4000 |
L22 | SR Nagar | 2500 |
L23 | Balanagar | 8000 |
L25 | Kondapur | 7000 |
L19 | SR Nagar | 6500 |
the following SQL query is executed.
SELECT L1.loan_number
FROM Loan L1
WHERE L1.amount > (SELECT MAX (L2.amount)
FROM Loan L2
WHERE L2.branch_name = 'SR Nagar');
The number of rows returned by the query is ________ (Answer in integer)
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Given data
of the form
, we fit a model
using linear least-squares regression. The optimal value of
is __________
(Round off to three decimal places)Log in to check the answer
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The naive Bayes classifier is used to solve a two-class classification problem with class-labels
. Suppose the prior probabilities are
and
. Assuming a discrete feature space with
for a specific feature vector
. The probability of misclassifying
is __________
(Round off to two decimal places)Log in to check the answer
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Let
,
, where
is a normal random variable with mean
and variance
. The variance of
isYour answerChoose one option.
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Let
be such that
. Which one of the following statements is ALWAYS correct?Your answerChoose one option.
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Let
be a set of linearly independent vectors in
. Let the
-th element of matrix
be given by
,
. Which one of the following statements is correct?Your answerChoose one option.
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Consider the cumulative distribution function (CDF) of a random variable
:
The value of
isYour answerChoose one option.
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A random variable
is said to be distributed as
, denoted by
, if
for
. Let
, where
,
be independent and identically distributed random variables with
. The value of
, after approximation through Central Limit Theorem, is given by
(Recall that
)Your answerChoose one option.
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