~/talk

COVID Detection - Deep Learning Solution on power 9 AI Box

Talkat OpenPOWER Summit NA 2020 · on Tuesday, 2020-09-15· [machine-learning]
links:none on file
slides:none on file

A VGG-16 transfer‑learning pipeline trains on roughly 11,000 chest x‑ray images (augmented from public pneumonia sets plus local hospital scans) and runs on a low‑cost Power9 AI Development Box, using PowerAI Vision for automated training and a simple web/mobile front end. The model reports about 95% classification accuracy after augmentation and pruning, serves real‑time inference on the device, and is packaged as a GUI web app for upload, classification and basic patient metadata.

AI-written summary · about

  1. 0:00Introduction and objectives
  2. 2:15Problem definition and requirements
  3. 5:14Data collection and model training
  4. 6:28Transfer learning approach
  5. 8:13Data sources and model setup
  6. 10:03Model accuracy and results
  7. 12:18Web application and user interaction
  8. 13:03Future improvements and challenges
  9. 14:19Conclusion and next steps
  10. 19:10Q&A session
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