1
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
$\frac{\partial y}{\partial a}=2, \frac{\partial y}{\partial f}=-1$
2
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 $y \in(-\infty, 5]$
3
GATE AI 2025
MCQ (More than One Correct Answer)
+2
-0

Which of the following statements is/are correct about the rectified linear unit (ReLU) activation function defined as $\operatorname{ReLU}(x)=\max (x, 0)$, where $\mathrm{x} \in \mathbb{R}$ ?

A
ReLU is continuous everywhere
B
ReLU is differentiable everywhere
C
ReLU is not differentiable at $x=0$
D
$\operatorname{ReLU}(x)=\operatorname{ReLU}(a x)$, for all $a \in \mathbb{R}$
4
GATE AI 2025
MCQ (More than One Correct Answer)
+2
-0

Let $x_1, x_2, x_3, x_4, x_5$ be a system of orthonormal vectors in $\mathbb{R}^{10}$. Consider the matrix $A=x_1 x_1^T+\ldots . .+x_5 x_5^T$. Which of the following statements is/are correct?

A
Singular values of $A$ are also its eigenvalues
B
Singular values of $A$ are either 0 or 1
C
Determinant of $A$ is 1
D
$A$ is invertible

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