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Speech to text with Elasticsearch

Talkat Berlin Buzzwords 2021 · 2021-06-15..06-17· [machine-learning]
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slides:none on file

Prototype turns speech into phonemes, indexes them in Elasticsearch and matches phoneme sequences against OpenOffice/CU dictionaries (English ~40k, French ~60k, German ~42k) using a shingle analyzer for phoneme bigrams and a simple statistical language model to pick likely language and candidate words. Demo uses a 50 MB offline model to emit phonemes (Sphinx/Vosk-style), shows failure when the wrong language model is loaded, and generally recovers multiword phrases but stumbles on rare tokens and homophonous cross-language matches.

AI-written summary · about

  1. 0:00Introduction
  2. 1:36Why talk about speech text
  3. 3:17Speech to text in the Mid application
  4. 4:29No microphone button
  5. 5:34Open Source
  6. 6:41Mozilla Deep Speech
  7. 7:36Demo
  8. 10:15How does it work
  9. 11:29Wrong model
  10. 14:17The problem
  11. 15:27Phones
  12. 18:58Cms
  13. 19:25Reference
  14. 19:40Explanation
  15. 21:33Index
  16. 25:42Statistical model
  17. 30:41Demonstration
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