A big part of NumPy’s speed comes from using machine-native datatypes, instead of Python’s object types. But the other big reason NumPy is fast is because it provides ways to work with arrays ...

Here’s how to use Cython to accelerate array iterations in NumPy. NumPy gives Python users a wickedly fast ... To that end, you should only use Cython for the part of your program that does ...