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<p>Accelerate high-dimensional spatial genomic matrix alignment and multi-sample normalization routines for large-scale spatial transcriptomics datasets.</p><p>Mentee will benchmark memory utilization and implement parallelized matrix transformations using C++ extensions inside BiocParallel.</p><p><br></p><p><strong>Deliverables:</strong></p><ul><li>Parallel C++ kernel extensions for BiocParallel.</li><li>Benchmark suite comparing CPU/RAM throughput.</li></ul><p><br></p><p><strong>Applications closing date: 15-Nov-2025</strong></p>
Accelerate genomic matrix transformations and multi-sample alignment routines for high-dimensional spatial datasets.
<p>Expand automated integration test coverage for core Python library dependencies across unstable Debian repositories.</p><p><br></p><p><strong>Deliverables:</strong></p><ul><li>Auto-pkgtest definitions for 50+ Python libraries.</li><li>CI failure classification runner script.</li></ul>
<p>Redesign the CC License Chooser web interface with accessible WCAG 2.1 AAA compliance, responsive Tailwind design, and multi-language internationalization (i18n).</p><p><br></p><p><strong>Deliverables:</strong></p><ul><li>Modernized Vue.js license chooser widget.</li><li>Internationalization locale files for 15+ languages.</li></ul>
<p><strong>Create Pedagogical Interactive Notebooks for Algorithms Implemented in NetworkX</strong></p><p>The deadline to create an initial application has passed for the December 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > December 2022 Outreachy internship cohort > NetworkX Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Create Jupyter notebooks demonstrating machine learning workflows using MDF</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > ModECI Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Go-to-market strategies and User Experience Research</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Oppia Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Improve the organization and contents of teaching materials for MDAnalysis</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > MDAnalysis Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>MapKnitter.org Spam Management system</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Public Lab Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Refactoring the HIGHMEM interface</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Linux Kernel Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Linux kernel Networking API and selftest improvements</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Linux Kernel Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Extend memblock simulator</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Linux Kernel Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Improve UI/UX of UNICEF Inventory and redesign site around the Digital Public Goods Standard</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > UNICEF Innovation Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>[No longer taking applicants] Getting Saskatoon-ng ready</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Les Fruits défendus Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Galaxy climate to support local/regional initiatives and concrete actions to fight climate change</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Galaxy Community Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Develop a notification system for different events in Galaxy</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Galaxy Community Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Develop a culture of wellbeing for open source projects, the Galaxy community as a use case</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Galaxy Community Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Create an Edit Request Wizard</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Wikimedia Foundation Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Add support for tracking specific namespaces to Programs & Events Dashboard</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Wikimedia Foundation Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Fedora Badges Design</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Fedora Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Improve the Ersilia Model Hub, a FOSS platform offering pretrained AI/ML models for research</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Ersilia Open Source Initiative Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Improve the documentation and outreach material of the Ersilia Model Hub</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Ersilia Open Source Initiative Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>
<p><strong>Improve Dashboard Accessibility for Blind and Visually-Impaired Ceph Users</strong></p><p>The deadline to create an initial application has passed for the May 2022 Outreachy internship cohort. We are no longer accepting initial applications for internships. We encourage you to sign up for the announcements mailing list to get an email when the next round opens. Why apply to Outreachy? > Start your initial application > May 2022 Outreachy internship cohort > Ceph Community details are hidden until you are approved to participate as a mentor or coordinator.</p><p><br></p><p><strong>Mentorship Cohort:</strong> 2022</p>