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List of top Data Science and Artificial Intelligence Questions on Linear Algebra

Select all choices that are subspaces of \(\R^3\).
Note : \(\R\) denotes the set of real numbers.
  • GATE AR - 2024
  • GATE AR
  • Data Science and Artificial Intelligence
  • Linear Algebra
Consider the two neural networks (NNs) shown in Figures 1 and 2, with ReLU activation (ReLU(z) = max{0, z}, ∀z ∈ R). R denotes the set of real numbers. The connections and their corresponding weights are shown in the Figures. The biases at every neuron are set to 0. For what values of p, q, r in Figure 2 are the two NNs equivalent, when x1, x2, x3 are positive ?
Figure 1
Figure 2
  • GATE AR - 2024
  • GATE AR
  • Data Science and Artificial Intelligence
  • Linear Algebra
Which of the following statements is/are TRUE ?
Note: \(\R\) denotes the set of real numbers.
  • GATE AR - 2024
  • GATE AR
  • Data Science and Artificial Intelligence
  • Linear Algebra
Let \(\R\) be the set of real numbers, U be a subspace of \(\R^3\) and M ∈ \(\R^{3×3}\) be the matrix corresponding to the projection on to the subspace U.
Which of the following statements is/are TRUE ?
  • GATE AR - 2024
  • GATE AR
  • Data Science and Artificial Intelligence
  • Linear Algebra
Consider the directed acyclic graph (DAG) below :
acyclic graph
Which of the following is/are valid vertex orderings that can be obtained from a topological sort of the DAG ?
  • GATE AR - 2024
  • GATE AR
  • Data Science and Artificial Intelligence
  • Linear Algebra