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Given two CSR matrices A and B of the same shape, which method efficiently computes their element-wise product (Hadamard product)?

hard📝 Application Q9 of 15
SciPy - Sparse Matrices (scipy.sparse)
Given two CSR matrices A and B of the same shape, which method efficiently computes their element-wise product (Hadamard product)?
AA.multiply(B)
BA.dot(B)
CA + B
DA @ B
Step-by-Step Solution
Solution:
  1. Step 1: Recall CSR matrix operations

    Element-wise multiplication is done by .multiply() method.
  2. Step 2: Differentiate from other operations

    .dot() and @ perform matrix multiplication; + is addition.
  3. Final Answer:

    A.multiply(B) -> Option A
  4. Quick Check:

    Element-wise product = .multiply() method [OK]
Quick Trick: Use .multiply() for element-wise product of CSR matrices [OK]
Common Mistakes:
MISTAKES
  • Using dot or @ for element-wise product
  • Confusing addition with multiplication
  • Trying to multiply dense arrays instead

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