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Path of Data & AI Challenges

Talkat DSC Europe 24 · 2024-11-18..11-22· [data-engineering, machine-learning]
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Radiology workflows move from paper archives to one‑click digital access, enabling AI to cut reporting backlog but raising patient privacy and data curation work; a small team builds Lawabot: Serbian‑law Q&A with article citation, fine‑tuned because base LLMs don’t know local statutes and deployed successfully on a demo booth. Large‑scale work focuses on pipelines, post‑training and inference cost — hosting 400B‑parameter models across 8–16 GPUs and optimizing kernels with Triton/PyTorch to turn minute‑long video generation into seconds.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:15Radiologist’s data journey
  3. 12:21AI challenges in healthcare
  4. 18:52Legal AI project overview
  5. 23:51Collaboration in AI projects
  6. 27:31Open source in AI ecosystem
  7. 30:54Legal tech and AI regulations
  8. 34:06Education and knowledge sharing
  9. 37:20High performance computing needs
  10. 41:00Cross-domain collaboration advice
  11. 44:37Q&A and networking
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