~/talk

Advance diversity & inclusion in voice AI with speech disentanglement

Talkat Amazon re:MARS 2022 · 2022-06-21..06-24· [ai-assisted-development]
links:none on file
links:none on file
slides:none on file

Amazon describes concrete ML work: a neural TTS pipeline with encoder‑attention‑decoder and vocoder that adds speaker ID, language ID, accent ID to produce a single voice across languages (a polyglot model), uses voice‑conversion and flow‑based decoders to synthesize accents and interpolate speakers, and trains a DNN converter for whisper mode. Deployments include a masculine voice in five locales, Reading Sidekick, preferred speaking‑rate control, and multilingual mode covering 15 language pairs; goal is to shrink measured gaps like a cited 16 percentage point ASR accuracy disparity.

AI-written summary · about

  1. 0:00Introduction to DEI in voice AI
  2. 6:55Addressing gender diversity gaps
  3. 9:07Supporting multilingual households
  4. 11:38Inclusivity for disabilities and kids
  5. 14:29Future vision for inclusive voice AI
  6. 17:26Text-to-speech technology overview
  7. 24:17Speech disentanglement explained
  8. 27:55Polyglot multilingual TTS model
  9. 33:41Creating accented voices
  10. 36:12Flow-based decoder for voice control
  11. 38:47Reading Sidekick for children
  12. 41:56Accessibility features like whisper mode
  13. 46:31Summary of DEI advancements
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.