~/talk

Building Owly: An AI Comic Video Generator for My Son

Talkat YOW! Perth 2023 · 2023-09-11..09-12· [large-language-models, machine-learning]
slides:none on file

An end-to-end system generates personalized comic videos from a title and a few toy photos using Amazon Bedrock LLM to write multi-paragraph scripts and a fine-tuned Stable Diffusion 2.1 on SageMaker JumpStart to keep a consistent toy character; image fine-tuning uses only handfuls of photos, training and deploying a new endpoint, then a pipeline (S3 + EventBridge) runs batch renders, Amazon Polly narration and music selection, and stitches with moviepy — it works reliably for nightly bedtime stories.

AI-written summary · about

  1. 0:00Intro
  2. 2:04Project faAi
  3. 2:56Project Ellee
  4. 4:20Demo: Ellee in action
  5. 6:12Owly – a personalized comic video generator
  6. 7:44What does Owly do?
  7. 8:09Demo: Owly in action
  8. 10:49How does Owly work?
  9. 12:58LLM
  10. 13:18Demo
  11. 16:52Amazon Bedrock
  12. 17:10Building the comic image generator
  13. 17:45How the Stable Diffusion model was built
  14. 19:52Challenges & enhancements
  15. 24:28Problems & solutions
  16. 26:44unplanned cool feature
  17. 30:10Architecture
  18. 32:15Something cool
  19. 33:48Outro
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