Needle in the Haystack: Applied ML for Inspections of Power Infrastructure @PyConAU
Needle in the Haystack: Applied ML for Inspections of Power Infrastructure  @PyConAU
Uploaded September 2025 | Updated September 2026, 3 hours ago
(Boaz Ash) What do you do when you’ve captured millions of aerial images across thousands of kilometers and want to find the handful of problems that could take out a state’s power supply? This talk explores how we built a full-stack system — combining machine learning, Django, and self hosted infrastructure — to identify critical anomalies in Australia’s electricity transmission network.

You’ll learn how we perform image processing at scale, reducing an overwhelming data problem into a handful of insights that matter and how we present these results to users.

pretalx.com/pycon-au-2025/talk/NXFGLG

python, pycon, australia, programming, conference, technical, developers, panel, sessions, libraries, frameworks, community, sysadmins, students, education, data, science

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PyCon AU is the national conference for the Python programming community, bringing together professional, student and enthusiast developers, sysadmins and operations folk, students, educators, scientists, statisticians, and many others besides, all with a love for working with Python.

Licensed as CC BY-NC-SA - creativecommons.org/licenses/by-nc-sa/4.0

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Fri Sep 12 11:40:00 2025 at Ballroom 1
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Needle in the Haystack: Applied ML for Inspections of Power Infrastructure

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