~/talk

Applications of AI and PyTorch in Asia Pacific

Talkat PyTorch Ecosystem Day 2021 · on Wednesday, 2021-04-21· [machine-learning]
github:ritchieng
slides:none on file

PyTorch dominates research labs across APAC and is now moving into production thanks to C++ interface, TorchServe, mobile support; common e-commerce builds include deep product tagging that extracts dozens of attributes per image, visual-similarity recommendations, image retrieval and flat-sketch tagging deployed at firms like ViSenze, Uniqlo and Bukalapak. Finance deployments center on trade finance automation (OCR → structured fields → anomaly-to-rule extraction) and large-scale NLP for automatic financial analysis across thousands of pages, with proven pilots at DBS and BCA. Production advice: version data and models, monitor distribution drift and add circuit breakers.

AI-written summary · about

  1. 0:00Introduction
  2. 0:54Agenda
  3. 1:55Applications of AI
  4. 3:01Key differentiating factor
  5. 3:32Computer Vision Applications
  6. 8:41NLP Applications
  7. 15:00Deep Learning
  8. 16:40Machine Learning
  9. 17:47Domain Knowledge
  10. 21:00Stages of Getting Started
  11. 23:17Resources
  12. 24:24Conclusion
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