~/talk

AI Factsheets as Industry Standard

Talkat MLconf 2022 San Francisco · 2022-10-17..10-18· [ai-assisted-development]
slides:none on file

IBM’s AI Fact Sheets system creates machine-readable reports that capture metadata automatically by a one-line library call and populate industry and country-specific templates, tying training data, feature transforms, algorithms and metrics to deployment and monitoring. It demonstrates integration with scikit-learn XGBoost SageMaker Azure ML and a bias/detection stack via OpenScale bias detection. Customers report governance needs—one bank tracks 700 models in production—and a demo shows exportable PDFs and regulation-ready exports.

AI-written summary · about

  1. 0:00Introduction
  2. 3:20AI regulation and governance
  3. 9:06From data to AI governance
  4. 12:56AI fact sheets standard
  5. 15:07Demo: AI fact sheets workflow
  6. 18:45Q&A
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