Data Science and Artificial Intelligence
GATE DA year:2025 PYQs
Build your understanding with focused practice from past exam papers.
Questions 11–20 of 65. Imported answers require independent review unless marked reviewed.
Question 11
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Suppose
and
are random variables. The conditional expectation of
given
is denoted by
. Then
equalsYour answerChoose one option.
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The number of additions and multiplications involved in performing Gaussian elimination on any
upper triangular matrix is of the orderYour answerChoose one option.
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The sum of the elements in each row of
is 1. If
, which one of the following statements is correct (for
)?Your answerChoose one option.
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Let
,
. Let
denote the
th derivative of
evaluated at
. What is the value of
? (Note:
denotes factorial)Your answerChoose one option.
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Let
and
be any two propositions. Consider the following propositional statements.
where
denotes conjunction (AND operation),
denotes disjunction (OR operation), and
denotes negation (NOT operation). Which one of the following options is correct?(Note:
denotes logical equivalence)Your answerChoose one option.
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If a relational decomposition is not dependency-preserving, which one of the following relational operators will be executed more frequently in order to maintain the dependencies?
Your answerChoose one option.
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Consider the following three relations:
Car (model, year, serial, color)
Make (maker, model)
Own (owner, serial)
A tuple in Car represents a specific car of a given model, made in a given year, with a serial number and a color. A tuple in Make specifies that a maker company makes cars of a certain model. A tuple in Own specifies that an owner owns the car with a given serial number. Keys are underlined; (owner, serial) together form key for Own. (
denotes natural join)
Which one of the following options describes what the above expression computes?
Your answerChoose one option.
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Consider a hash table of size 10 with indices
, with the hash function
where linear probing is used to handle collisions. The hash table is initially empty and the following sequence of keys is inserted into the hash table: 1, 4, 5, 6, 14, 15. The indices where the keys 14 and 15 are stored are, respectively
Your answerChoose one option.
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Let
be a continuous random variable whose cumulative distribution function (CDF)
, for some
, is given as follows:
If the median of
is 3, then what is the value of
?Your answerChoose one option.
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Let
, where
is a standard normal random variable, and
are two unknown constants. It is given that
where
denotes the expectation of random variable
. The values of
are:Your answerChoose one option.
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