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bring up their questions or ideas on a large public mailing list or GitHub.
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Please see
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<ahref=https://numpy.org/devdocs/dev/index.html#contributing-to-numpy>here</a> for more
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details and how to get an invite.</p><h2id=study-groups-and-meetups>Study Groups and Meetups<aclass=headerlinkhref=#study-groups-and-meetupstitle="Link to this heading">#</a></h2><p>If you would like to find a local meetup or study group to learn more about NumPy and the wider ecosystem of Python packages for data science and scientific computing, we recommend exploring the<ahref=https://www.meetup.com/pro/pydata/>PyData meetups</a> (150+ meetups, 100,000+ members).</p><p>NumPy also organizes in-person sprints for its team and interested contributors occasionally. These are typically planned several months in advance and will be announced on the<ahref=https://mail.python.org/mailman/listinfo/numpy-discussion>mailing list</a>.</p><h2id=conferences>Conferences<aclass=headerlinkhref=#conferencestitle="Link to this heading">#</a></h2><p>The NumPy project doesn’t organize its own conferences. The conferences that have traditionally been most popular with NumPy maintainers, contributors and users are the SciPy and PyData conference series:</p><ul><li><ahref=https://conference.scipy.org>SciPy US</a></li><li><ahref=https://www.euroscipy.org>EuroSciPy</a></li><li><ahref=https://pythoncientifico.ar/>SciPy Latin America</a></li><li><ahref=https://scipy.in>SciPy India</a></li><li><ahref=https://www.scipyjapan.scipy.org/>SciPy Japan</a></li><li><ahref=https://pydata.org/event-schedule/>PyData conferences</a> (15-20 events a year spread over many countries)</li></ul><p>Many of these conferences include tutorial days that cover NumPy and/or sprints where you can learn how to contribute to NumPy or related open source projects.</p><h2id=join-the-numpy-community>Join the NumPy community<aclass=headerlinkhref=#join-the-numpy-communitytitle="Link to this heading">#</a></h2><p>To thrive, the NumPy project needs your expertise and enthusiasm. Not a coder? Not a problem! There are many ways to contribute to NumPy.</p><p>If you are interested in becoming a NumPy contributor (yay!) we recommend checking out our<ahref=/contribute/>Contribute</a> page.</p><p>Also, feel free to stop by and say hi at one of our community meetings. To keep track of them, check out our events calendar<ahref=https://scientific-python.org/calendars/>here</a>.</p></div></div><divid=shortcuts-container><divid=shortcuts><divid=shortcuts-header><iclass="fa-solid fa-list"></i> On this page</div></div></div></section><divid=backtotop><ahref=#id=backtotop-color><iclass="fa-solid fa-arrow-up"></i></a></div><footerid=footer><divclass=container><divid=footer-columns><divid=footer-logo-column><imgid=footer-logosrc=/images/logo.svgalt="NumPy logo."></div><divclass=footer-column><divclass=footer-item><ahref=/install>Install</a></div><divclass=footer-item><ahref=https://numpy.org/doc/stable>Documentation</a></div><divclass=footer-item><ahref=/learn>Learn</a></div><divclass=footer-item><ahref=/citing-numpy>Citing Numpy</a></div><divclass=footer-item><ahref=https://numpy.org/neps/roadmap.html>Roadmap</a></div></div><divclass=footer-column><divclass=footer-item><ahref=/about>About us</a></div><divclass=footer-item><ahref=/community>Community</a></div><divclass=footer-item><ahref=/user-surveys>User surveys</a></div><divclass=footer-item><ahref=/contribute>Contribute</a></div><divclass=footer-item><ahref=/code-of-conduct>Code of conduct</a></div></div><divclass=footer-column><divclass=footer-item><ahref=/gethelp>Get help</a></div><divclass=footer-item><ahref=/terms>Terms of use</a></div><divclass=footer-item><ahref=/privacy>Privacy</a></div><divclass=footer-item><ahref=/press-kit>Press kit</a></div></div><divclass=footer-actions>Sign up for the latest NumPy news, resources, and more<formaction="https://numpy.us4.list-manage.com/subscribe/post?u=5ddd0d1d6e807900a8212481a&id=287fa4253c"method=postid=mc-embedded-subscribe-formname=mc-embedded-subscribe-formclass="validate sign-up-container"target=_blanknovalidate><divclass=sign-up-image><svgclass="icon mail-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M22 6c0-1.1-.9-2-2-2H4c-1.1.0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1.0 2-.9 2-2V6zm-2 0-8 5-8-5h16zm0 12H4V8l8 5 8-5v10z"/></svg></div><inputtype=emailname=EMAILclass="required email sign-up-input"id=mce-EMAILaria-label="Input for email, press enter to submit"onkeypress='(event.which===13||event.keyCode===13||event.key==="Enter")&&sendThankYou()'><divclass=submission-instructions>Press Enter</div><buttonclass=signup-buttononclick=sendThankYou()aria-label=Submit><svgclass="icon sent-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M2.01 21 23 12 2.01 3 2 10l15 2-15 2z"/></svg></button><divid=mce-responsesclass=clear><divclass=responseid=mce-error-responsestyle=display:none></div><divclass=responseid=mce-success-responsestyle=display:none></div></div><divstyle=position:absolute;left:-5000pxaria-hidden=true><inputtype=textname=b_5ddd0d1d6e807900a8212481a_287fa4253ctabindex=-1></div><divclass=clear><inputtype=submitvalue=Subscribename=subscribeid=mc-embedded-subscribeclass=buttonstyle=display:none></div></form><divclass=thank-you>Thank you! 🎉</div><divclass=community-icons><ahref=https://github.com/numpy/numpyaria-label=https://github.com/numpy/numpy><svgclass="icon github-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M12 .297c-6.63.0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577.0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93.0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176.0.0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22.0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22.0 1.606-.015 2.896-.015 3.286.0.315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg>
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details and how to get an invite.</p><h2id=study-groups-and-meetups>Study Groups and Meetups<aclass=headerlinkhref=#study-groups-and-meetupstitle="Link to this heading">#</a></h2><p>If you would like to find a local meetup or study group to learn more about NumPy and the wider ecosystem of Python packages for data science and scientific computing, we recommend exploring the<ahref=https://www.meetup.com/pro/pydata/>PyData meetups</a> (150+ meetups, 100,000+ members).</p><p>NumPy also organizes in-person sprints for its team and interested contributors occasionally. These are typically planned several months in advance and will be announced on the<ahref=https://mail.python.org/mailman/listinfo/numpy-discussion>mailing list</a>.</p><h2id=conferences>Conferences<aclass=headerlinkhref=#conferencestitle="Link to this heading">#</a></h2><p>The NumPy project doesn’t organize its own conferences. The conferences that have traditionally been most popular with NumPy maintainers, contributors and users are the SciPy and PyData conference series:</p><ul><li>SciPy US</li><li>EuroSciPy</li><li>SciPy Latin America</li><li>SciPy India</li><li>SciPyData Japan</li><li>PyData conferences (15-20 events a year spread over many countries)</li></ul><p>Many of these conferences include tutorial days that cover NumPy and/or sprints where you can learn how to contribute to NumPy or related open source projects.</p><h2id=join-the-numpy-community>Join the NumPy community<aclass=headerlinkhref=#join-the-numpy-communitytitle="Link to this heading">#</a></h2><p>To thrive, the NumPy project needs your expertise and enthusiasm. Not a coder? Not a problem! There are many ways to contribute to NumPy.</p><p>If you are interested in becoming a NumPy contributor (yay!) we recommend checking out our<ahref=/contribute/>Contribute</a> page.</p><p>Also, feel free to stop by and say hi at one of our community meetings. To keep track of them, check out our events calendar<ahref=https://scientific-python.org/calendars/>here</a>.</p></div></div><divid=shortcuts-container><divid=shortcuts><divid=shortcuts-header><iclass="fa-solid fa-list"></i> On this page</div></div></div></section><divid=backtotop><ahref=#id=backtotop-color><iclass="fa-solid fa-arrow-up"></i></a></div><footerid=footer><divclass=container><divid=footer-columns><divid=footer-logo-column><imgid=footer-logosrc=/images/logo.svgalt="NumPy logo."></div><divclass=footer-column><divclass=footer-item><ahref=/install>Install</a></div><divclass=footer-item><ahref=https://numpy.org/doc/stable>Documentation</a></div><divclass=footer-item><ahref=/learn>Learn</a></div><divclass=footer-item><ahref=/citing-numpy>Citing Numpy</a></div><divclass=footer-item><ahref=https://numpy.org/neps/roadmap.html>Roadmap</a></div></div><divclass=footer-column><divclass=footer-item><ahref=/about>About us</a></div><divclass=footer-item><ahref=/community>Community</a></div><divclass=footer-item><ahref=/user-surveys>User surveys</a></div><divclass=footer-item><ahref=/contribute>Contribute</a></div><divclass=footer-item><ahref=/code-of-conduct>Code of conduct</a></div></div><divclass=footer-column><divclass=footer-item><ahref=/gethelp>Get help</a></div><divclass=footer-item><ahref=/terms>Terms of use</a></div><divclass=footer-item><ahref=/privacy>Privacy</a></div><divclass=footer-item><ahref=/press-kit>Press kit</a></div></div><divclass=footer-actions>Sign up for the latest NumPy news, resources, and more<formaction="https://numpy.us4.list-manage.com/subscribe/post?u=5ddd0d1d6e807900a8212481a&id=287fa4253c"method=postid=mc-embedded-subscribe-formname=mc-embedded-subscribe-formclass="validate sign-up-container"target=_blanknovalidate><divclass=sign-up-image><svgclass="icon mail-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M22 6c0-1.1-.9-2-2-2H4c-1.1.0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1.0 2-.9 2-2V6zm-2 0-8 5-8-5h16zm0 12H4V8l8 5 8-5v10z"/></svg></div><inputtype=emailname=EMAILclass="required email sign-up-input"id=mce-EMAILaria-label="Input for email, press enter to submit"onkeypress='(event.which===13||event.keyCode===13||event.key==="Enter")&&sendThankYou()'><divclass=submission-instructions>Press Enter</div><buttonclass=signup-buttononclick=sendThankYou()aria-label=Submit><svgclass="icon sent-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M2.01 21 23 12 2.01 3 2 10l15 2-15 2z"/></svg></button><divid=mce-responsesclass=clear><divclass=responseid=mce-error-responsestyle=display:none></div><divclass=responseid=mce-success-responsestyle=display:none></div></div><divstyle=position:absolute;left:-5000pxaria-hidden=true><inputtype=textname=b_5ddd0d1d6e807900a8212481a_287fa4253ctabindex=-1></div><divclass=clear><inputtype=submitvalue=Subscribename=subscribeid=mc-embedded-subscribeclass=buttonstyle=display:none></div></form><divclass=thank-you>Thank you! 🎉</div><divclass=community-icons><ahref=https://github.com/numpy/numpyaria-label=https://github.com/numpy/numpy><svgclass="icon github-icon"viewBox="0 0 24 24"viewBox="0 0 24 24"><pathd="M12 .297c-6.63.0-12 5.373-12 12 0 5.303 3.438 9.8 8.205 11.385.6.113.82-.258.82-.577.0-.285-.01-1.04-.015-2.04-3.338.724-4.042-1.61-4.042-1.61C4.422 18.07 3.633 17.7 3.633 17.7c-1.087-.744.084-.729.084-.729 1.205.084 1.838 1.236 1.838 1.236 1.07 1.835 2.809 1.305 3.495.998.108-.776.417-1.305.76-1.605-2.665-.3-5.466-1.332-5.466-5.93.0-1.31.465-2.38 1.235-3.22-.135-.303-.54-1.523.105-3.176.0.0 1.005-.322 3.3 1.23.96-.267 1.98-.399 3-.405 1.02.006 2.04.138 3 .405 2.28-1.552 3.285-1.23 3.285-1.23.645 1.653.24 2.873.12 3.176.765.84 1.23 1.91 1.23 3.22.0 4.61-2.805 5.625-5.475 5.92.42.36.81 1.096.81 2.22.0 1.606-.015 2.896-.015 3.286.0.315.21.69.825.57C20.565 22.092 24 17.592 24 12.297c0-6.627-5.373-12-12-12"/></svg>