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Spotlight on AI use cases and innovators around the world

Talkat Big Data & AI Toronto 2021 · 2021-10-13..10-14· [machine-learning]
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Surveys and case studies show concrete outcomes: computer vision and GANs enable using images for auto and property claim pricing, while NLP/LSTM powers text and speech tasks; a roadside assistance model yields 25 fewer dropped calls per hour by forecasting extreme-weather call volume from open weather data; mobile-device MAC tracking produces a Lorenz-style rank ordering for repeat visits but fails on the bottom 40%; small datasets (<300 records) use regression, and neural nets outperform with >1M records and multiple hidden layers; some problems (point-in-time water demand) require BI rules not AI.

AI-written summary · about

  1. 0:00Start
  2. 1:08Where Are We Today
  3. 3:27Why the Popularity of Artificial Intelligence
  4. 4:15Auto Insurance Claim Processing
  5. 5:37Generative Adversarial Networks
  6. 6:34Nlp
  7. 8:19The Challenges with Ai
  8. 13:04The Human versus Ai
  9. 15:21Data Science Process
  10. 17:06Case Studies
  11. 22:58Mobile Data
  12. 28:59Auc Curve
  13. 31:10Ai Models versus Traditional Machine Learning Models
  14. 35:20Reactivation Model
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