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Speedup NumPy Methods 25x With Bottleneck

Avi Chawla

Feb 18, 2023

NumPy's methods are already highly optimized for performance. Yer, here's how you can further speed them up.

Bottleneck provides a suite of optimized implementations of NumPy methods.

Bottleneck is especially efficient for arrays with NaN values where performance boost can reach up to 100-120x.

Find more info here: Bottleneck.

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Find the code for my tips here: GitHub.

I like to explore, experiment and write about data science concepts and tools. You can read my articles on Medium. Also, you can connect with me on LinkedIn.