~/talk

ML.NET for developers without any AI experience

Talkat NDC London 2019 · 2019-01-30..02-01· [machine-learning]
links:none on file
slides:none on file

Shows how a .NET team uses ML.NET plus Azure Cognitive Services to ship real features: a Chrome extension Should I Send It? that runs sentiment locally by loading an exported model ZIP (replacing an Azure call) and that raised agent sentiment reporting by ~20% after rollout; a Voice Bank flow that collects ~2,000 scripted sentences to synthesize a usable personal TTS voice; demos a profanity classifier (~72% accuracy on tiny data), a sarcasm model (~89% accuracy on 29k lines), and a taxi fare regressor that’s typically within ~$1.

AI-written summary · about

  1. 0:00Intro
  2. 1:16Rap video
  3. 2:40Github Search Experiments
  4. 6:20Lee Mallon
  5. 10:08Should I Send
  6. 11:41Audience Participation
  7. 13:21Voicebank
  8. 17:23Use Case
  9. 22:47ML
  10. 24:48Example
  11. 30:39Quickdraw
  12. 32:18Sample
  13. 34:32Data Gathering
  14. 38:02Addin
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