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GATE 2026 DA – Previous Year Questions with Solutions

All 65 questions of GATE 2026 DA with answers and explanations. Read each question, then practise it by topic or as a full paper.

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  1. Question 1 (1 mark, Multiple choice) – Verbosity : Brevity :: Insolence : Choose the word that best fills the blank.
  2. Question 2 (1 mark, Multiple choice) – The product of the digits of a three-digit number is 70. The sum of the digits of this three-digit number is
  3. Question 3 (1 mark, Multiple choice) – The four pieces of a puzzle are shown in the figure below.
  4. Question 4 (1 mark, Multiple choice) – Consider two distinct positive real numbers m, n, with m > n. Let x = n 10(m) and y = m 10(n). The relation between x and y is .
  5. Question 5 (1 mark, Multiple choice) – 'If his latest movie had been a commercial success, the actor would have made enough money to sponsor his next movie.' Based only on the above…
  6. Question 6 (2 marks, Multiple choice) – 'My friend and I parted the door the cabin that I had rented the night.' Choose the option with the correct sequence of words to fill the blanks.
  7. Question 7 (2 marks, Multiple choice) – Five integers are picked from 0 to 20, with possible repetitions, such that their mean is 12, median is 18, and they have a single mode of 20.…
  8. Question 8 (2 marks, Multiple choice) – Rishi and Swathi are students of Class 5. Pavan and Tanvi are students of Class 4. Rishi and Pavan are boys. Swathi and Tanvi are girls. The four…
  9. Question 9 (2 marks, Multiple choice) – P, Q, R, S, X, and Y are distinct single-digit whole numbers taking values from 0 to 9. PQ is a two-digit number with Q being in the units place and P…
  10. Question 10 (2 marks, Multiple choice) – In the given figure, P, Q, and R are three points on a circle of radius 10 cm with O as its center, PQ = RQ, and PQR = 45°. The figure is…
  11. Question 11 (1 mark, Multiple choice) – For a classification problem, Principal Component Analysis (PCA) has been used to reduce the dimensionality of a feature space from 100 to 10. Which…
  12. Question 12 (1 mark, Multiple choice) – Consider that you are training a classifier for a 10-class classification problem. Each input is represented as a 512-dimensional vector. There are…
  13. Question 13 (1 mark, Multiple choice) – Which of the following algorithms is NOT an example of uninformed search?
  14. Question 14 (1 mark, Multiple choice) – Which of the following statements is NOT true? (The names of the predicates are intuitive.)
  15. Question 15 (1 mark, Multiple choice) – Consider that the quick sort algorithm is used to sort an array of n distinct randomly ordered elements. In every call, the pivot is chosen as the…
  16. Question 16 (1 mark, Multiple choice) – Consider the given Python program. Which of the following is the correct output of this program?
  17. Question 17 (1 mark, Multiple choice) – Let R(A,B,C,D,E) be a relational schema with functional dependency set F = \A BC,\ CD E,\ E A\. Which of the following statements is correct?
  18. Question 18 (1 mark, Multiple choice) – Consider that the visualization of a 3-dimensional data cube is showing Sales Quantity for each combination of the attributes Product Type, Month and…
  19. Question 19 (1 mark, Multiple choice) – Let M be a randomly chosen non-empty subset of S = \1, 2, 3, , 2026\. Which of the following is the probability that the product of all the elements…
  20. Question 20 (1 mark, Multiple choice) – Suppose that a computer program provides a non-negative and integer-valued random solution to the equation n 1 + n 2 + n 3 + n 4 = 20. Which of the…
  21. Question 21 (1 mark, Multiple choice) – Let M = pmatrix & \\ - & pmatrix be a 2 2 matrix, where = 25, and I 2 = pmatrix 1 & 0 \\ 0 & 1 pmatrix. Which of the following options is equal to…
  22. Question 22 (1 mark, Multiple choice) – Consider a set S 1 = \x = (x 1, x 2, x 3)T R3 xTx 16\. Let S 2 be another set which is a subspace of R3 with dimension two. Which of the following…
  23. Question 23 (1 mark, Multiple select) – In the following table, the Task column lists a few tasks related to machine learning. The Algorithm column lists a few algorithms. Each entry 't'…
  24. Question 24 (1 mark, Multiple select) – Sentence X is said to entail Sentence Y if whenever X is TRUE, Y also must hold TRUE. Which of the following statements is/are correct if X entails Y?
  25. Question 25 (1 mark, Multiple select) – You are given the following Pre-order and In-order traversals of a Binary Tree T with nodes E, F, G, P, Q, R, S. Pre-order: P Q S E R F G In-order: S…
  26. Question 26 (1 mark, Multiple select) – Consider two relations r and s defined on the relational schemas R(A,B) and S(E,C), respectively. A is the primary key of R and E is a foreign key of…
  27. Question 27 (1 mark, Multiple select) – Let f(x) = x3 - 3x2 + 2 be a function defined on (-1, 3]. Which of the following statements is/are correct?
  28. Question 28 (1 mark, Multiple select) – Suppose a random variable Z follows Normal( = 0, 2 = 1) distribution with probability density function g(z) and cumulative distribution function G(z).…
  29. Question 29 (1 mark, Numerical answer) – Consider that for a supervised learning task, the objective function being minimized is f w(x) = wx, where x R is the input and w R is the parameter.…
  30. Question 30 (1 mark, Numerical answer) – Consider the game tree for a two-player turn-taking minimax game as shown in the figure. The value of a terminal node represents the utility of the…
  31. Question 31 (1 mark, Numerical answer) – Let A be a sorted array containing 1000 distinct integers. You perform a recursive binary search on A to find an element y. Suppose each comparison…
  32. Question 32 (1 mark, Numerical answer) – In a relational database, a B+ Tree Index is to be constructed for a relation on a key field. In a B+ Tree, a Node Pointer points to a sub-tree and a…
  33. Question 33 (1 mark, Numerical answer) – The number of bijections f() from the set S = \1, 2, 3, 4\ to itself such that f(f(n)) = n, for all n S, is . (*Answer in integer*)
  34. Question 34 (1 mark, Numerical answer) – Let X be an exponentially distributed random variable with mean \ (> 0). If P(X > 5) = 0.35, then the conditional probability P(X > 10 X > 5) is .…
  35. Question 35 (1 mark, Numerical answer) – The value of i=0 j=1 2-i\,3-j is . (*Answer in integer*)
  36. Question 36 (2 marks, Multiple choice) – Let four points in three-dimensional space be: P1: [2, 3, -1], P2: [3, 1, 1], P3: [5, -2, 3] and P4: [3, 3, 3]. Hierarchical Agglomerative Clustering…
  37. Question 37 (2 marks, Multiple choice) – Which of the following statements is true for Ridge Regression?
  38. Question 38 (2 marks, Multiple choice) – Assume that a Creative (C) person will Succeed (S) if the person is also Disciplined (D), but will not succeed otherwise. Now, consider the following…
  39. Question 39 (2 marks, Multiple choice) – A recursive function in Python is given. Now, consider the following function call: Assume that a typical runtime stack is used to manage function…
  40. Question 40 (2 marks, Multiple choice) – Consider a directed graph G = (V, E), where V is the finite set of vertices and E is the set of directed edges between the vertices. G may contain…
  41. Question 41 (2 marks, Multiple choice) – Consider a B+ Tree where the maximum number of key values in each leaf node is 2 and the maximum number of pointers in each non-leaf node is 3. Let…
  42. Question 42 (2 marks, Multiple choice) – Consider the given relations X, Y and Z. The relation X has three columns P, Q and R. The relation Y has three columns P, Q and S. The relation Z has…
  43. Question 43 (2 marks, Multiple choice) – Consider the concept hierarchies as shown in the figure. Which of the following options denotes the total number of possible data cuboids from these…
  44. Question 44 (2 marks, Multiple choice) – Let X and Y be two independent random variables. X follows Bernoulli(p = 0.3) distribution and Y follows Normal( = 0, 2 = 100) distribution. Which of…
  45. Question 45 (2 marks, Multiple choice) – Let L = n k=0n e-nnkk! Which of the following is the value of L?
  46. Question 46 (2 marks, Multiple choice) – Let 1, 2, 3 be the eigenvalues of the matrix bmatrix 1 & 0 & 0 \\ 0 & t & t \\ 0 & - t & t bmatrix, where t [-, ] is in radians. Which one of the…
  47. Question 47 (2 marks, Multiple select) – Consider that 20 stories of Author X and 10 stories of Author Y were kept together without mentioning the names of the authors. A classifier was then…
  48. Question 48 (2 marks, Multiple select) – Let P(x) be a predicate. Which of the following statements is/are NOT valid in first-order logic?
  49. Question 49 (2 marks, Multiple select) – Consider the problem of sorting the given array in ascending order: P = [1, 2, 3, 5, 4] Consider two sorting algorithms Bubble Sort (BS) and Insertion…
  50. Question 50 (2 marks, Multiple select) – Consider the given Python program. Which of the following options is/are correct?
  51. Question 51 (2 marks, Multiple select) – Consider a table Employee(EmpID, TeamID), where the column EmpID (ID of an employee) is the primary key. The column TeamID denotes the team ID of the…
  52. Question 52 (2 marks, Multiple select) – Let M = (I n - 1n11T) be a matrix, where 1 = (1, 1, 1, , 1)T Rn and I n is the identity matrix of order n. Which of the following options is/are…
  53. Question 53 (2 marks, Multiple select) – Let X 1, X 2, , X n be n independent random variables. Each of the random variables follows Normal( = 0, 2 = 1) distribution. Define X = 1n i=1n X i.…
  54. Question 54 (2 marks, Multiple select) – Let X be a discrete valued random variable with cumulative distribution function F(x). Which of the following statements is/are correct?
  55. Question 55 (2 marks, Numerical answer) – Consider that Linear Ridge Regression is being used to learn a prediction function y pred = wTx, where w, x R2 and Mean Absolute Error (MAE) is used…
  56. Question 56 (2 marks, Numerical answer) – Consider a fully-connected feed-forward multi-layer perceptron. It has 30 neurons in the input layer, followed by two hidden layers and an output…
  57. Question 57 (2 marks, Numerical answer) – A clinic specializes in testing for a disease D. The result of the test can be either positive or negative. A study revealed that if a person suffers…
  58. Question 58 (2 marks, Numerical answer) – Consider the given Python program. The output of the program is . (*Answer in integer*)
  59. Question 59 (2 marks, Numerical answer) – Let there be two relations X and Y as shown. X has three columns P, Q and R. Y has two columns P and S. X: P Q R --- --- --- P1 Q1 R1 P2 Q2 R2 P3 Q3…
  60. Question 60 (2 marks, Numerical answer) – Let Account be a relation as shown. AccNo Balance --- --- A1 5000 A2 5000 A3 10000 A4 15000 A5 18000 Consider the given SQL query. The number of rows…
  61. Question 61 (2 marks, Numerical answer) – Consider an ER model with the entities E1(A11,A12,A13) and E2(A21,A22,A23), where, A11, A12, A13 are the attributes of E1, and A21, A22, A23 are the…
  62. Question 62 (2 marks, Numerical answer) – For a given data set \x 1, x 2, , x n\, where n = 100, it is known that 12000 i=1n j=1n(x i - x j)2 = 99 Let us denote x = 1n i=1n x i. The value of…
  63. Question 63 (2 marks, Numerical answer) – Let X be a random variable that follows Uniform(-1, 1) distribution. The conditional distribution of the random variable Y given X = x is the…
  64. Question 64 (2 marks, Numerical answer) – Let A 5 5 be a matrix such that each of its elements follows Bernoulli(p = 0.50) distribution independently. The probability that the row-sum of the…
  65. Question 65 (2 marks, Numerical answer) – Let A = (I n - 1n11T) be a matrix, where 1 = (1, 1, 1, , 1)T Rn and I n is the identity matrix of order n. The value of x S xTAx, where S = \x Rn xTx…