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vectorisation

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NumPy_Fundamentals: A self-contained Jupyter notebook that teaches NumPy from first principles, covering arrays, vectorisation, broadcasting, and linear algebra, then builds up to training a neural network (softmax regression) from scratch on real handwritten digit images, with gradient checking to verify the math.

  • Updated Sep 16, 2026
  • Jupyter Notebook

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