~/talk

Human-First AI: Because AI Needs The Human Eye

Talkat Ray Summit 2020 · on Thursday, 2020-10-01· at 11:10· Virtual 4, Virtual· [machine-learning, developer-experience]
links:none on file
slides:none on file

Claims an open-source Human-First AI framework that jumpstarts industrial ML where data is scarce by combining rule/physics-based data generators, an execution graph and a reusable human-first workbench that wraps TensorFlow/PyTorch models. Uses Ray to parallelize synthetic data generation and model tasks. Decomposes problems so a two-stage detector cuts false positive rate by two orders of magnitude, enables faster parallel development, and reports provenance/explainability for deployed industrial systems.

AI-written summary · about

  1. 0:00Industrial AI challenges
  2. 2:07Human-First AI concept
  3. 3:11Three failure patterns
  4. 4:13Automotive cyber security demo
  5. 6:41Profit problem solution
  6. 8:29Trustworthy AI features
  7. 10:14Long-term human role in AI
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