Easy-to-use and general-purpose machine learning in Python
- Tweets 18,274
- Following 6
- Followers 22,791
- Likes 168
Pinned Tweet
Find scikit-learn here, on our most active platforms:
• LinkedIn: linkedin.com/company/7986535…
• Bluesky: bsky.app/profile/scikit-lear…
• Mastodon: fosstodon.org/@sklearn
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scikit-learn 1.0 is out!!!
Try it out with `pip install -U scikit-learn` or `conda install -c conda-forge scikit-learn`
Check our release highlights here: scikit-learn.org/stable/auto…
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We just put out a release candidate for the next release (version 1.0), with many new features, and you can test it by `pip install --pre scikit-learn`
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Scikit-learn 0.23 is out!
Check out the highlights at scikit-learn.org/stable/auto…
Including: GLMs (Poisson, Gamma), HTML repr for notebooks, faster KMeans, monotonic constraints for GBDTs, and much more!
To install: pip install -U scikit-learn
🎉 Thanks to everyone involved! 🎉
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🧵The next #ScikitLearnMOOC session begins February 15! This free course is taught by #scikitlearn core developers and is accessible to anyone with basic #python programming skills.
Sign up here: bit.ly/3fmUzZ0
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scikit-learn 1.1 is out!
What's new? You can check the release highlights there: bit.ly/3yFnT7Q
pip install -U scikit-learn
or
conda install -c conda-forge scikit-learn
#sklearn #ML #Datascience #opensource #Python
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📢 We are pleased to announce that scikit-learn has received a prize for #opensource scientific software from the French government.
🇫🇷 Where this machine learning library was initially developed.
🌐Congrats to all contributors, worldwide
#OSEC2022
buff.ly/3gmAZwG
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Visualize pipelines in scikit-learn.
scikit-learn.org/dev/auto_ex…
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⚠️ A reminder that using 'sklearn' rather than 'scikit-learn' in pip commands, will start failing in three days (December 1st) over some predefined time windows.
More information about the 'sklearn' package deprecation is available at lnkd.in/ec4BwAeg.
#Python #ml
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We just released the final 0.22, and you can start using it: `pip install -U scikit-learn` ✨
Check out scikit-learn.org/stable/auto… for a short list of highlights.
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Dear scikit-learners, we're happy to announce the 1.1.3 release.
You can see the changelog here: scikit-learn.org/dev/whats_n…
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.@kaggle 2021 Annual State of Machine Learning Survey:
• n=25000
--> Survey says:
• top framework: scikit-learn, used by 80% of data scientists surveyed.
kaggle.com/kaggle-survey-202…
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To contribute to scikit-learn, here are 2 ways to begin:
a) Read the Contributing guide
scikit-learn.org/dev/develop…
b) Watch @amuellerml video:
piped.video/5OL8XoMMOfA
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scikit-learn 0.24.0 is out on PyPI and conda-forge!
Highlights include successive halving, categorical support for GBRT,
SelfTrainingClassifier, SequentialFeatureSelector and much more!
scikit-learn.org/0.24/auto_e…
Full changelog:
scikit-learn.org/0.24/whats_…
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A series of posts aims to explain the on-going work to boost the performance of scikit-learn:
• Current state of library
• Hardware scalability issue: the k-neighbors search example
• Pairwise Distances Reduction
#python #machinelearning @jjerphan
buff.ly/3hn7uv7
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❄️ The Christmas release is out ❄️
🟢 4 major features & 11 features
🔵 5 efficiency improvements & 42 enhancements
🟡 15 API changes
🔴 33 fixes
You can upgrade with pip as usual:
pip install -U scikit-learn
Thanks again to all the contributors!
#scikitlearn #Python #oss
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🚀 Exciting News! 🚀 Thrilled to announce that @NVIDIA has joined @sklearn_inria as a corporate sponsor! 🤝💡 Their commitment to advancing open-source software in #MachineLearning is stronger than ever. Together, let's push the boundaries of innovation! bit.ly/3SJAT6z
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A joint sprint with @huggingface will help examples to be more interactive using @Gradio. It will soon be available on the Hugging Face Hub bit.ly/3G6ZX07 Check out this doc to see how you can get started 🤗🧡💙 bit.ly/40wkxiQ
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Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. In this talk by @adrinjalali, learn about how to design a custom scikit-learn estimator.
#machinelearning #datascience
piped.video/sEaiOkxTFjw
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scikit-learn 1.0.2 is out!
This is a small maintenance release and new binaries and wheels available for Python 3.10
scikit-learn.org/stable/what…
Upgrade options:
a) pip install -U scikit-learn
b) conda install -c conda-forge scikit-learn
Thanks again to all the contributors.
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📢 pandas DataFrame output for scikit-learn transformers
🔸 Some examples in action
🔸 Try it out with the nightly build
🔸 +FAQs
↪️ Track feature names
⏩⏩ Subscribe to our YouTube
piped.video/J4KCu9WWDTo
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scikit-learn 1.0.1 is out!
This is a small maintenance release that fixes a couple of regressions:
scikit-learn.org/dev/whats_n…
Upgrade options:
a) pip install -U scikit-learn
b) conda install -c conda-forge scikit-learn
Thanks again to all the contributors.
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The first release candidate for 1.1.0 is out: pip install scikit-learn==1.1.0rc1
if you maintain a project with a dependency on #sklearn please let us know about any regression.
Thanks to everyone who contributed to this release!
#opensource #Python #pythondeveloper
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scikit-learn 1.5.2 is out!
It fixes several regressions introduced in version 1.5
More details in the changelog:
scikit-learn.org/dev/whats_n…
You can upgrade as usual:
pip install -U scikit-learn
conda install -c conda-forge scikit-learn
Thanks to all the contributors!
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To avoid typo-squatters on PyPI we uploaded a magical "sklearn" package with a dependency to the actual "scikit-learn".
This magic alias and its fixed 0.0 version can be confusing.
Soon "pip install sklearn" will fail with a message asking to use "pip install scikit-learn"
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🏆New contribution record in March🏆 The project dynamic is at its best, let's continue:
- 289 Merged PRs
- 259 Opened PRs
- 115 closed issues
#opensource #MachineLearning
bit.ly/3qVcDjm
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scikit-learn 0.23.2 is out on PyPI and (soon) on conda-forge!
pip install -U scikit-learn
conda install -c conda-forge scikit-learn
This release includes 14 bugfixes: scikit-learn.org/stable/what…
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scikit-learn 1.5.0 is released!
🟢 1 major feature & 12 features
🔵 8 efficiency improvements & 17 enhancements
🟡 15 API changes (with deprecation)
🔴 24 fixes including one security fix!
pip install -U scikit-learn
conda update -c conda-forge scikit-learn
🧵👇
ALT Screenshot of the scikit-learn.org website page for the release hightlights (also linked in the thread below).
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Discover release 1.4 and its:
🟢 5 major features & 13 features
🔵 14 efficiency improvements & 23 enhancements
🟡 15 API changes
🔴 38 fixes
More details in the changelog: bit.ly/3tWlZA3 You can upgrade with pip as usual: pip install -U scikit-learn
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The 0.23.0rc1 is out there with quite a few really cool new features, and some changes to the API. You can check out the release highlights here: scikit-learn.org/0.23/auto_e…
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Good software is good peopleware. Somewhere on the banks of the Rhine...
EuroSciPy 2022, Basel, Switzerland.
Photo credit: @GaelVaroquaux
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Check out 30-minute talk by @hug_nicolas on:
Fast Gradient Boosting Decision Trees with PyGBM and Numba
#MachineLearning #DataScience
piped.video/cLpIh8Aiy2w
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Discover release 1.3 and its:
🟢 5 major features & 11 features
🔵 5 efficiency improvements & 31 enhancements
🟡 18 API changes
🔴 41 fixes
More details in the changelog: bit.ly/3CRt6dE You can upgrade with pip as usual: pip install -U scikit-learn
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We are excited to announce the creation of our communication team, with initial members @reshamas & @lauren_e_burke
scikit-learn.org/dev/about.h…
Roles beyond coding are important for scikit-learn, its community, its impact.
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New blog:
The Value of Open Source Sprints, the scikit-learn Experience
• 12 years
• 45 sprints
• 2400+ contributors
#python #oss #opensource #MachineLearning
blog.scikit-learn.org/events…
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We have change the name of our default branch to `main`. You may want to change the references to the default branch from `master` to `main` in your scripts, if you have any.
github.com/github/renaming#r…
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❄️ The Christmas release is out ❄️
Discover scikit-learn 1.6 and its:
🟢 2 major features & 34 features
🔵 5 efficiency improvements & 21 enhancements
🟡 14 API changes
🔴 30 fixes
👥 160 contributors
piped.video/7wiHChpwJe8
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Wondering how to get started contributing?
Here's a playlist on Contributing to scikit-learn, including general tips on #opensource.
You can also subscribe to our channel for upcoming videos.
#python #MachineLearning #oss
piped.video/playlist?list=PL…
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Freshly merged in the main branch: SGD variant for the One Class SVM outlier detector.
Much more scalable than @johnplattml's traditional SMO solver & can reach similar accuracy with the Nyström kernel approximation.
scikit-learn.org/dev/auto_ex…
Thanks @albertcthomas for the PR!
ALT One Class SVM training times
ALT One Class SVM outlier detection performance (AUC)
ALT Decision function on synthetic 2D data
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Bugfix release - scikit-learn 1.2.1 is out!
🔴 20 fixes
🟡 1 API change
More details in the changelog: bit.ly/3ZQfoSG
pip install -U scikit-learn
or
conda install -c conda-forge scikit-learn
Thanks again to all the contributors!
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Thank you Jay. It is definitely a huge work of a wonderful, large and skillful community. Big up to all our core developers.
pip install scikit-learn
It's easy to take for granted, but this single command gives you functionality I'd value at hundreds of thousands of dollars, if not more.
Not to mention amazing documentation that beautifully weaves guides and references.
Hats off to @scikit_learn
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We are happy to welcome Triage Team Member Juan Martín Loyola from Argentina.
Learn more about @jmartinloyola:
• journey thru open source
• CS -> @pymc_devs -> #GSoC -> @DataUmbrella sprint -> scikit-learn Triage
• faves: resources, books, music, +
blog.dataumbrella.org/jmloyo…
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scikit-learn is now on Instagram, find us here at @scikitlearnofficial.
instagram.com/tv/CZNiLQRFFb0
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scikit-learn 1.1.2 is out on pypi.org and conda-forge!
This is a small maintenance release that fixes a couple of regressions:
scikit-learn.org/dev/whats_n…
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Bug fix release: scikit-learn 0.24.2 is out.
Many fixes, instructions to update and link to the release notes are found in the announcement mail:
mail.python.org/pipermail/sc…
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Big news! #scikitlearn swag is available in the #NumFOCUS shop. Show your support with shirts, hoodies, hats, mugs, & more!
buff.ly/3D40TS7
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Take a guess on these:
• How old is the library?
• How many users are there worldwide?
Find out about these and more, in this 20-minute talk by
@GaelVaroquaux:
Easier Machine Learning Thoughts From Scikit-Learn
piped.video/1s8RzWwMdqg
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Here is a new step-by-step guide to help you craft minimal reproducing code examples for efficient bug reporting:
scikit-learn.org/dev/develop…
1. include all import statements
2. drop any unnecessary code constructs
3. use a synthetic dataset
Thanks @ArturoAmorQ for the contrib!
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This is what a true notebook look like 📔
@EuroSciPy provides an on-site child care for free for more diversity and inclusion.
@ProjectJupyter @matplotlib
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We would like to welcome our newest core developer to scikit-learn: @jjerphan, who has contributed code, reviews, and documentation since March 2021.
About Julien:
jjerphan.xyz
PR contributions:
github.com/scikit-learn/scik…+
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Learn about 3 components for reviewing a pull request (PR):
• Mechanics of code review on GitHub.
• Social aspects of code review & giving feedback effectively
• Technical aspects of reviewing a PR
w/scikit-learn perspective, by @thomasjpfan
piped.video/dyxS9KKCNzA
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scikit-learn 0.24.1 is out on pypi.org and conda-forge!
This is a small maintenance release that fixes the macOS wheels and small bugs in SelfTrainingClassifier and adjusted_mutual_info_score:
scikit-learn.org/stable/what…
Thanks again to all the contributors!
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☘️ 🇮🇪 We are happy to introduce you to the scikit-learn codebase and to contribution to open source for this 2-days sprint. You can find useful materials to set your working environment and make your first PR following this link: bit.ly/3P3pUAr #EuroPython2022
Sample props, numpydoc validation and making all estimators use _validate_params is on the menu! 2 days of contribution sprint started with some very motivated participants in Dublin @europython #EuroPython2022
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It starts today! 🤗🧡💙 bit.ly/40wkxiQ
A joint sprint with @huggingface will help examples to be more interactive using @Gradio. It will soon be available on the Hugging Face Hub bit.ly/3G6ZX07 Check out this doc to see how you can get started 🤗🧡💙 bit.ly/40wkxiQ
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Please help us test the first release candidate for scikit-learn 0.24.0:
pip install scikit-learn==0.24.0rc1
Changelog: scikit-learn.org/0.24/whats_…
In particular, if you maintain a project with a dependency on scikit-learn, please let us know about any regression.
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5 Years, 10 Sprints, A scikit-learn Open Source Journey. Thanks @reshamas for this step back on #opensource sprints organized worldwide. Want to know more about these hands-on #workshops or #hackathons aiming for more #diversity and #inclusion? bit.ly/3aHFrq6
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🥳 Welcome @betatim to our core developer team! We feel very grateful to have such a talented developer among us 🙏
➡️ Go and check his #github account: github.com/betatim
#oss #community #developer #Python #MachineLearning #sklearn
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🔴 19 fixes
😃 74 contributors
📢 Bugfix release - scikit-learn 1.3.1 is out!
More details in the changelog: bit.ly/3rpA33J
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scikit-learn 0.22.1 (bugfix) is out on pypi.org!
Changelog here: scikit-learn.org/stable/what…
conda-forge should follow soon. Thanks to all who contributed!
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Scikit-learn has been awarded a CZI-EOSS grant for cycle 6! 🎉 With this funding, we'll improve tools for predictive model evaluation and inspection. Read all about it here: blog.scikit-learn.org/fundin… 📝 A big thank you to @chanzuckerberg and @wellcometrust! #OpenScience
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Are you on LinkedIn?
So is scikit-learn... and we just hit 2000 followers!
Follow us here on LI for updates on your favorite python machine learning library:
linkedin.com/company/scikit-…
ALT LinkedIn home page for scikit-learn with logo, website address.
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Behind the Scenes of Scikit-Learn with Core Contributor @thomasjpfan
- History & current developments
- 1.0 release
- Technical aspects of the library
- #Opensource sprints w/@DataUmbrella
- Coordinating w/ other open-source projects
#odsc2021
buff.ly/3iWtLkc
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Open source is collaborative work here we go with a collaborative tutorial on Evaluating your machine learning models featuring @GaelVaroquaux
and @ArturoAmorQ
Material: bit.ly/3CFPdFc
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We are sprinting @EuroSciPy
Super happy to see that many contributors joined us! bit.ly/3ehpI2V
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The automatic github commit notifications have moved to @sklearn_commits. From now on, @scikit_learn will tweet announcements by the developer team.
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📢 Call for testers 📢
Please help us testing the first release candidate for scikit-learn 1.2.0:
pip install scikit-learn==1.2.0rc1
Changelog: lnkd.in/e_i4ej8w
#testing #python #scikitlearn #release #releasemanagement
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Thanks to @thomasjpfan there's also a new visual representation of estimators which you can enable in your visual editors/notebooks/IDE by:
sklearn.set_config(display='diagram')
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For a more complete list of the changes, fixes, and new features check out:
scikit-learn.org/stable/what…
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1.1.1 is out! Maintenance release that fixes a couple of regressions.
bit.ly/3Nq9h0i
If you are using tree-based models, we corrected a computational performance regression introduced in 1.1.0.
bit.ly/3yFnT7Q
Thanks again to all the contributors.
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Tutorial on scikit-learn from 2013.
#ThrowbackThursday
(If you find an earlier talk on this library, let us know.)
piped.video/iFkRt3BCctg
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How to train machine learning models for time-to-event prediction tasks without introducing a bias from censored training (and evaluation) data?
Link to the survival analysis tutorial: bit.ly/4435yxT
@EuroSciPy
#healthcare, #predictivemaintenance, #marketing, #insurance
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🔴 13 fixes
😃 31 contributors
📢 Bugfix release - scikit-learn 1.2.2 is out! More details in the changelog: bit.ly/3YDfX0i
pip install -U scikit-learn
or
conda install -c conda-forge scikit-learn
Thanks to all the contributors!
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A scikit-learn Sprint of the Decade will take place in Paris from 28 to 31st on Jan 2020.
github.com/scikit-learn/scik…
On Jan 28th beginners welcomed for an Introduction Workshop
github.com/scikit-learn/scik…
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Our latest Team Highlight interview with @lucyleeow:
• from #RStats to #python
• as a sphinx-gallery contributor ==> scikit-learn sphinx specialist
• favorite resources
• more on #oss
buff.ly/3OWLxCv
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scikit-learn maintainer @glemaitre58 is live, now!
Presenting to @PyLadiesParis: "Model Inspection"
View on YouTube now:
piped.video/GfkSvUug7js
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scikit-learn will be participating in the sprints session of #ScipyLatam2022 in Salta, Argentina, led by our Team Member @jmartinloyola on Sep 27-28, 2022.
The event will be run in Spanish.
#python #opensource #machinelearning #oss @ScipyLA
More info:
pythoncientifico.ar/events/s…
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We have some playlists on the scikit-learn YouTube channel that are of interest!
1. Subscribe to our Channel
2. Check out the videos related to the free, online, MOOC.
buff.ly/347liXG
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Most wanted: OneHotEncoder supports aggregating infrequent categories into a single output for each feature. The parameters to enable the gathering of infrequent categories are min_frequency and max_categories.
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The 2024 scikit-learn user survey is out!
Please join this structured dialogue with the scikit-learn team to better guide and prioritize decision-making about the development of the project:
docs.google.com/forms/d/e/1F…
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In this interview, learn more about Team Member Chiara Marmo's passion in open source. @marmochia
• How the ability to see and change publicly available code inspired her to change careers!
• Observed pain points in community-led OSS
buff.ly/3oq9ZAL
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Welcome Meekail Zain, our newest scikit-learn team member!
In this interview, learn about his #oss:
- journey
- tips on contributing
- challenges
- need for data-driven contributor needs
- favorite resources and hobbies
buff.ly/3iS6Tpk
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10K milestone:
We hit ** 10 000 ** followers on LinkedIn today!
If you are not already following us on LI, follow us here, for updates on scikit-learn:
linkedin.com/company/scikit-…
#python #machinelearning #opensource
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How to deal with missing-values at test time? Should we really care about recovering the model suitable for fully-observed data? @GaelVaroquaux gave a talk on missing values @EuroSciPy and you can find the slides here: bit.ly/3CqhQpY #MissingValues
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If you use a screen reader to read the scikit-learn documentation, your input would be very welcomed to help us define guidelines on how to write useful alt attributes:
github.com/scikit-learn/scik…
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Native performance is one of the topic where the library investing in. @jjerphan is presenting the new computational foundations of scikit-learn, on-going and upcoming work @EuroSciPy
Link to the slides: bit.ly/3CWm8Fs
#scalability #ml
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This release was only possible with the help of everybody involved. We can't list them all here, but you can see a list of them here:
scikit-learn.org/stable/what…
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Next Office Hour this Monday!
The focus of this session is to answer questions about contributing to scikit-learn.
When: 10:00 PT / 13:00 ET / 18:00 UTC / 19:00 CET
Where: buff.ly/3sTK2vD
Calendar: buff.ly/3yXGMmK
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scikit-learn has been busy!
By maintainer @thomasjpfan
Just put together a small webpage to display the number of open/closed issues at @scikit_learn over the last year. The site updates every evening with stats for the current month: thomasjpfan.github.io/sklear…
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scikit-learn @europython 🐍
☘️ 12th of July - @glemaitre58 - tutorial on interpreting model
☘️14th of July - @jjerphan - talk about scaling scikit-learn
☘️ 15th of July - @adrinjalali - talk about best practices to open source
#EuroPython2022 #Python #opensource #ML
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Did you know that #scikitlearn swag is available in the @NumFOCUS shop? Show your support with shirts, hoodies, hats, mugs, & more!
Shop Here: buff.ly/3D40TS7
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We're in the process of finalizing our API for #metadata routing and want to hear your thoughts, especially if you develop custom #scikitlearn estimators or are a third-party developer!
Fill out this short survey:
buff.ly/3IP5ac9
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Stefanie Senger (@NumFOCUS inter @scikit_learn) is delivering an introductory tutorial to scikit-learn @EuroSciPy 2023 in Basel, 🇨🇭
Big up to her and to the numerous participants who joined this session.
bit.ly/3OTLnxZ
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Today seems like a relevant time to re-share this video by @thomasjpfan
• Mechanics of code review on GitHub.
• ==> Social aspects of code review & giving feedback effectively
• Technical aspects of reviewing a PR
piped.video/dyxS9KKCNzA
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And if you notice a much nicer looking website, that's almost all courtesy of @thomasjpfan
scikit-learn.org/stable/
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The bugfix release 0.23.1 is now out!
K-Means should be faster for small sample sizes, and the representation of third-party estimators was fixed.
See the whole change-log at scikit-learn.org/stable/what…
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📜Earn a certificate for your hard work!
Your work will be assessed through quizzes after lessons and programming exercises at the end of every module. Upon successful completion of the MOOC, a certificate will be issued by FUN.
Sign up here!
bit.ly/3fmUzZ0
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📢 @EuroSciPy 2023: Call for proposals extended until May 14
Join scikit-learn and be part of a vibrant and diverse scientific community powered by Python
Submit your proposal: bit.ly/3NvzYEl
#EuroSciPy #Python #Science #Conference #CallForProposals #sklearn
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Big thank to Arkadiusz Trawinski and @ArturoAmorQ for their introductory tutorial to machine learning using scikit-learn at @EuroSciPy in Switzerland
@sklearn_inria @Inria
Material: inria.github.io/scikit-learn…
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