Understanding CPUs can help speed up Numba and NumPy code
Briefly

When you need to speed up your NumPy processing-or just reduce your memory usage-the Numba just-in-time compiler is a great tool.It lets you write Python code that gets compiled at runtime to machine code, allowing you to get the kind of speed improvements you'd get from languages like C, Fortran, or Rust.
Read at PythonSpeed
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