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#datascience

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Talk Python Podcast

Episode #516: Accelerating Python Data Science at NVIDIA with Ben Zaitlen and @mkennedy #python #DataScience

talkpython.fm/episodes/show/51

talkpython.fmAccelerating Python Data Science at NVIDIAPython’s data stack is getting a serious GPU turbo boost. In this episode, Ben Zaitlen from NVIDIA joins us to unpack RAPIDS, the open source toolkit that lets pandas, scikit-learn, Spark, Polars, and even NetworkX execute on GPUs. We trace the project’s origin and why NVIDIA built it in the open, then dig into the pieces that matter in practice: cuDF for DataFrames, cuML for ML, cuGraph for graphs, cuXfilter for dashboards, and friends like cuSpatial and cuSignal. We talk real speedups, how the pandas accelerator works without a rewrite, and what becomes possible when jobs that used to take hours finish in minutes. You’ll hear strategies for datasets bigger than GPU memory, scaling out with Dask or Ray, Spark acceleration, and the growing role of vector search with cuVS for AI workloads. If you know the CPU tools, this is your on-ramp to the same APIs at GPU speed.
DSLC Videos

Recent @DSLC club meetings:

:rstats: Advanced R: Names and values youtu.be/_GIEEMuZYrs #RStats

From the @DSLC :rstats:​chives:

:rstats: Explanatory Model Analysis: Ceteris-paribus Profiles youtu.be/bSMWIVtrZ_4 #RStats

:rstats: rlang docs: Function arguments youtu.be/I0g3DS8K1-w #RStats

:rstats: Mastering Shiny: Graphics youtu.be/KwUE61NVDUk #RStats

Visit dslc.video for hours of new #DataScience videos every week!

YouTubeAdvanced R: Names and values (advr10 2)By Data Science Learning Community Videos
Bjørnar (he/him)

The joys of saving money by running analyses with preemptible cloud resources!
#######
[1] "Out of memory"
NULL

[1] "Preempted"
[1] 1 2 3 16 24 33 39 64 74 103

[1] "No results yet (if they're missing from the above they were preempted before logging)"
4 5 7 14 30 69 107 112

#dataScience
Stefan Wolfrum :mastodon:

Wie nervig das ist, wenn man in MS #PowerQuery viel im Erweiterten Editor arbeitet und sich dessen Fenster bei jedem Öffnen (gefühlt 100x am Tag) immer wieder in seiner kleinen Default-Größe öffnet!!! Arrrgggrrr! 🤬😤 ICH BRAUCH’ DEN IN GROẞ, liebes #Microsoft!! Kann er sich nicht wenigstens seine letzte Fenstergröße merken!? Ich hab das Gefühl, ich stecke in den 1990ern fest!! #DataScience #ETL #PowerBI #Excel

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