1
GATE AI 2025
Numerical
+1
-0

(Round off to three decimal places)

The naive Bayes classifier is used to solve a two-class classification problem with class labels $y_1, y_2$. Suppose the prior probabilities are $P\left(y_1\right)=\frac{1}{3}$ and $P\left(y_2\right)=\frac{2}{3}$. Assuming a discrete feature space with $P\left(x \mid y_1\right)=\frac{3}{4}$ and $P\left(x \mid y_2\right)=\frac{1}{4}$ for a specific feature vector $x$. The probability of misclassifying $x$ is

_________ (Round off to two decimal places)

Your input ____
2
GATE AI 2025
MCQ (Single Correct Answer)
+2
-0

Let $\left\{x_1, x_2, \ldots ., x_n\right\}$ be a set of linearly independent vectors in $\mathbb{R}^n$. Let the $(\mathrm{i}, \mathrm{j})$ - th element of matrix $A \in \mathbb{R}^{n \times n}$ be given by $A_{i j}=x_i^T x_j, 1 \leq i, j \leq n$. Which one of the following statements is correct?

A
A is invertible
B
0 is a singular value of A
C
Determinant of $A$ is 0
D
$z^T A z=0$ for some non-zero $z \in \mathbb{R}^n$
3
GATE AI 2025
MCQ (Single Correct Answer)
+2
-0

Consider the neural network shown in the figure with inputs: $u, v$ weights: $a, b, c, d, e, f$ output: $y$ R denotes the ReLU function, $\mathrm{R}(x)=\max (0, \mathrm{x})$.

GATE AI 2025 Machine Learning - Machine Learning Question 4 EnglishGiven $u=2, v=3$, $a=1, b=1, c=1, d=-1, e=4, f=-1$, which one of following is correct?

A
$\frac{\partial y}{\partial a}=8, \frac{\partial y}{\partial f}=0$
B
$\frac{\partial y}{\partial a}=1, \frac{\partial y}{\partial f}=0$
C
$\frac{\partial y}{\partial a}=1, \frac{\partial y}{\partial f}=-1$
D
$\frac{\partial y}{\partial a}=2, \frac{\partial y}{\partial f}=-1$
4
GATE AI 2025
MCQ (Single Correct Answer)
+2
-0

Consider game trees Tree-1 and Tree-2 as shown. The first level is a MAX agent and the second level is a MIN agent. The value in the square node is the output of the utility function.

GATE AI 2025 Machine Learning - Machine Learning Question 1 English For what ranges of $x$ and $y$, the right child of node $B$ and the right child of node $E$ will be pruned by alpha-beta pruning algorithm?
A
$x \in[1, \infty)$ and $y \in(-\infty, 2]$
B
$x \in(-\infty, 2]$ and $y \in(-\infty, 5]$
C
$x \in(-\infty, 2]$ and $y \in[2, \infty)$
D
$x \in[1, \infty)$ and $y \in(-\infty, 5]$

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