~/talk

Building accessible experiences with AI

Talkat Build Stuff 2021 · 2021-11-17..11-19· [accessibility, ai-assisted-development]
speakerdeck:hnky
slides:none on file

Demonstrates concrete AI components that make interfaces accessible: Azure Custom Vision for training classifiers (recommendation: about 50 images per class, object detection used ~545 images for Simpsons), speech-to-text transcription and neural text-to-speech for real-time translation, Computer Vision/Face APIs for descriptions, bounding boxes, celebrity or custom face identification, and OCR including handwriting. Shows a live pipeline with Azure Media Services + Video Analyzer, produces captions and editable transcripts, and notes a streaming cost example of €4/hour streaming and measured prediction confidences like ~64–90%.

AI-written summary · about

  1. 0:00Introduction to talk
  2. 1:07Live translation demo setup
  3. 2:30Why accessibility matters
  4. 8:16Microsoft AI services overview
  5. 9:18Computer vision demo start
  6. 11:48Custom vision training demo
  7. 17:53Object detection with custom vision
  8. 20:51Face API demo and training
  9. 23:39Text and handwriting recognition
  10. 25:48Speech recognition and neural voices
  11. 30:19Azure Media Services for captions
  12. 35:42Video Analyzer for media demos
  13. 38:07Seeing AI app overview
  14. 38:53Key accessibility questions
  15. 42:26Q&A session
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