🚦Hitting performance walls in pandas? We ran 3 example workflows that slowed or crawled on large datasets—then reran the exact same code on GPU with cudf.pandas. TLDR:



✅ 18M rows of stock prices → 20–40x faster with time-based rolling windows
✅ 8GB job postings CSV → up
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rugged_againvip
· 07-30 17:49
The GPU is really nice.
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NoodlesOrTokensvip
· 07-30 01:03
Pandas can't play anymore.
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ZeroRushCaptainvip
· 07-28 02:16
Why not just buy a Mining Rig and start mining?
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TooScaredToSellvip
· 07-28 02:01
Pandas is too slow, goodbye.
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