The Conference for Machine Learning Innovation

Lightning fast data analysis with pure numpy

Workshop
Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
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Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
Register Now
Join the ML Revolution!
Register until the conference starts:
✓ 2-in-1 conference special
✓ 10 % Team Discount
Register Now
Join the ML Revolution!
Register until the conference starts:
✓ 2-in-1 conference special
✓ 10 % Team Discount
Register Now
Thank you for attending!
Register Now
Thank you for attending!
Register Now
Infos
Friday, December 10 2021
14:15 - 17:30
Room:
Remote only

We were able to speed up our analytics backend by a factor of 10,000 thanks to switching from pure Python to pandas to low-level numpy. Each transition compared to learning to walk again but was totally worth the effort. If you are interested in how pandas works internally, why it is sometimes 10-100x slower than plain numpy, and how to mitigate the implicit bottlenecks – this workshop should provide great value. We’ll study how typical data-fu operations such as groupby can be rewritten in plain numpy and whether you should or shouldn’t bother. Finally, we’ll learn how to use the next-gen Python profiler py-spy.

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