~/talk

Building And Running An AI-Powered Product

Talkat LambdaConf 2024 · 2024-05-04..05-10· [machine-learning, web-platform]
slides:none on file

A hands-on runthrough of building Storique: a private‑beta personalized children’s book app that actually works in Switzerland. It fine‑tunes Stable Diffusion variants using stable diffusion XL and LoRA fine‑tuning, trains a user avatar from about eight photos (training ≈30 minutes), reduces inference to FP16 and ~20 steps (was 50) for cost, and uses Hugging Face diffusers with Replicate for deployment plus LangChain and GPT‑3.5 for text; result: 24–36 page books generated in roughly half an hour.

AI-written summary · about

  1. 0:00Introduction
  2. 1:25AI product development today
  3. 3:10Storic and AI storybooks
  4. 4:13Stable Diffusion for illustrations
  5. 9:55Fine-tuning Stable Diffusion
  6. 16:30Optimizing Stable Diffusion
  7. 23:04Deploying models
  8. 27:49Live demo
  9. 37:00Key takeaways
  10. 38:26Q&A
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