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Benchmarking scikit-learn across python versions using uv

timvink.nl · published 22 September 2024

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Host

https://docs.python.org/3/whatsnew/3.11.html

docs.python.org

https://astral.sh/

astral.sh

https://github.com/astral-sh/uv/releases/tag/0.4.0

github.com

uv: Unified Python packaging Read at the source ↗

astral.sh

https://lucumr.pocoo.org/2024/8/21/harvest-season/

lucumr.pocoo.org

https://simonwillison.net/2024/Sep/8/uv-under-discussion-on-mastodon/

simonwillison.net

https://gregoryszorc.com/docs/python-build-standalone/main/

gregoryszorc.com

#476: Unified Python packaging with uv

talkpython.fm

https://github.com/pyenv/pyenv

github.com

https://www.openml.org/search?type=data&sort=runs&id=1590&status=active

openml.org

https://www.openml.org/search?type=data&sort=runs&id=1218&status=active

openml.org

https://github.com/timvink/mkdocs-charts-plugin

github.com

https://vega.github.io/vega-lite/

vega.github.io

Python 3.11 vs Python 3.12 – performance testing Read at the source ↗

en.lewoniewski.info

https://cython.readthedocs.io/en/latest/src/quickstart/overview.html

cython.readthedocs.io

https://scikit-learn.org/stable/computing/computational_performance.html

scikit-learn.org

https://github.com/pola-rs/polars

github.com

https://scikit-learn.org/dev/whats_new/v1.4.html

scikit-learn.org

https://github.com/pandas-dev/pandas

github.com

Updated PDS-H benchmark results (May 2025) Read at the source ↗

pola.rs

GPU acceleration with Polars and NVIDIA RAPIDS Read at the source ↗

pola.rs