diff --git a/roadmaps/python-data-analysis/content/linear-algebra-basics@xHDrwKDE_mrSihCsPQMBF.md b/roadmaps/python-data-analysis/content/linear-algebra-basics@xHDrwKDE_mrSihCsPQMBF.md
index a542bb5d193a..28651e6b6d4b 100644
--- a/roadmaps/python-data-analysis/content/linear-algebra-basics@xHDrwKDE_mrSihCsPQMBF.md
+++ b/roadmaps/python-data-analysis/content/linear-algebra-basics@xHDrwKDE_mrSihCsPQMBF.md
@@ -5,4 +5,5 @@ NumPy provides linear algebra operations, including matrix multiplication (`np.d
 Visit the following resources to learn more:
 
 - [@article@Numpy Linear Algebra](https://www.programiz.com/python-programming/numpy/linear-algebra)
+- [@article@Matrix Multiplication in Python: The Complete Decision Guide](https://roadmap.sh/python-data-analysis/matrix-multiplication)
 - [@video@Learn NumPy in 1 hour! 🔢](https://www.youtube.com/watch?v=VXU4LSAQDSc)
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