Python BottleneckPython Bottleneck 
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Python Bottleneck. Bottleneck is a collection of fast NumPy array functions written in Cython.
Bottleneck is a powerful library designed to speed up NumPy array operations using fast, Cython-optimized functions. With acceleration support for int32, int64, float32, and float64 data types, it drastically improves performance on large datasets. For other data types, Bottleneck will revert to slower, unoptimized functions, ensuring smooth functionality across a variety of use cases.
To install Bottleneck on Windows, make sure you first install MinGW and add it to your system path. Once set up, you can easily take advantage of fast array processing in Python, making your scientific computing or machine learning tasks faster and more efficient.