~/talk

Python, YOLO and Kubernetes: Super-Vision for an Industrial Plant

TalkinItalianat PyCon Italia 2025 · 2025-05-28..05-31· [machine-learning, kubernetes]
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slides:none on file

A Python-based computer vision system built with YOLO models and deployed on Kubernetes monitors a critical industrial machine at a Tenaris plant to prevent catastrophic incidents. The system is designed for real-world reliability, continuing to operate even during network outages, and the talk presents this production case study of AI applied to industrial safety.

AI-written summary · about

  1. 0:00Project introduction
  2. 2:56Industrial context Tenaris
  3. 7:10Vision system requirements
  4. 10:20YOLO model development
  5. 13:08REST service and Kubernetes deployment
  6. 16:00Integration with real plant
  7. 19:11Latency optimization
  8. 24:09Defect detection at tip
  9. 26:03Lessons learned
  10. 27:54Q&A
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