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In addition to post-acquisition data analysis, the emergence of application programming interfaces by major microscope manufacturers now creates opportunities for real-time ML-based data analytics to enable automated decision making, and particularly ML-agent controlled real-time microscope operation. Despite these opportunities, there is a significant gap in integrating the ML community with the broader microscopy community, limiting the value that these methods bring to physics and materials discovery and materials optimization. Hackathons address these challenges by fostering collaboration between ML experts and microscopy professionals, encouraging the development of innovative solutions that leverage ML for microscopy and preparing the workforce of the future both for microscopy-intensive domains areas, instrument manufacturers, and ML scientists interested in real world applications for fundamental research, materials optimization, and manufacturing. The hackathon generated benchmark datasets and digital twins of microscopes that further contribute to the development of the field and establish data analysis ecosystems. All the codes can be found at GitHub(\n                    <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/github.com\/KalininGroup\/Mic-hackathon-2024-codes-publication\/tree\/1.0.0.1\">https:\/\/github.com\/KalininGroup\/Mic-hackathon-2024-codes-publication\/tree\/1.0.0.1<\/jats:ext-link>\n                    ) and Zenodo (\n                    <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/zenodo.org\/records\/15579940\">https:\/\/zenodo.org\/records\/15579940<\/jats:ext-link>\n                    ).\n                  <\/jats:p>","DOI":"10.1088\/2632-2153\/ae1f5d","type":"journal-article","created":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T11:16:53Z","timestamp":1764674213000},"page":"040701","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Mic-hackathon 2024: hackathon on machine 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