~/talk

Martin Förtsch, Thomas Endres & Jonas Mayer

Talkat Big Data Conference Europe 2022 · 2022-11-23..11-24· [machine-learning]
slides:none on file

Claim: an ironic system that automates trash‑posting and replies on social media by fine‑tuning language models and synthesizing many voices. Implementation details: GPT‑2 fine‑tuned on scraped Reddit + Twitter (bucketed daily; Twitter API ~500k tweets/month), tokenization/attention explained, model sizes from 500MB to 6GB considered. Audio stack: multi‑speaker Tacotron / Coqui TTS producing varied voices. Hardware: five glass robot heads running client RPis with a central GPU server; demo runs and generates plausible but drifting and often toxic comments.

AI-written summary · about

  1. 0:00Posting AI project intro
  2. 5:32Online debates to automated discussions
  3. 9:02Natural language processing fundamentals
  4. 21:58Generating comments with GPT
  5. 30:32GPT's transformer architecture
  6. 33:43Training data and model selection
  7. 38:04Demo: generated comments
  8. 39:49Human-like robot voices
  9. 42:45Building robot heads
  10. 44:10Connecting AI to robot heads
  11. 45:16Live demo: Posting AI robots
  12. 47:04Summary and future
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