~/talk

Innovation and data analytics: Solving real-world challenges

Talkat AWS Summit Ottawa 2022 · on Thursday, 2022-09-08· [machine-learning, data-engineering]
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UBC CIC teams deliver working prototypes: an ML model on heart‑failure patient records reaches about 70% accuracy after synthesizing and anonymizing messy clinical data; an open‑science pipeline (Serratus) scans public genomes and finds tenfold more RNA viruses in 11 days; a COVID CT ResNet model trains on ~3,000 de‑identified studies and enters clinical trials; an MRI requisition tool uses Amazon Comprehend Medical plus a rule‑editable UI to standardize priorities; Sea Around Us moves fisheries data to S3/Athena/Jupyter and cuts staff query work by ~80%, and TapGives runs USSD water subscriptions with usage analytics.

AI-written summary · about

  1. 0:00Introducing the UBC Cloud Innovation Center
  2. 2:27How the CIC was created
  3. 5:38CIC process and open source approach
  4. 9:11Heart failure risk prediction project
  5. 14:17Sea Around Us data optimization
  6. 19:39MRI booking prioritization system
  7. 27:14AI for COVID-19 CT diagnostics
  8. 33:28Serratus open science project
  9. 38:48TapGives clean water subscription service
  10. 43:16Student training and project outcomes
  11. 46:26Supporting projects after deployment
  12. 49:16Q&A session
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