The Next Million AI Apps - Developing Custom Models for Specialized Tasks

The Next Million AI Apps - Developing Custom Models for Specialized Tasks

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Intro

1 of 21

1 of 21

Intro

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The Next Million AI Apps - Developing Custom Models for Specialized Tasks

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  1. 1 Intro
  2. 2 Workshop Overview
  3. 3 Models
  4. 4 Open AI
  5. 5 GPT
  6. 6 Why Custom Language Models
  7. 7 Task Framework
  8. 8 Helm
  9. 9 Challenges
  10. 10 Data Synthesis Pipeline
  11. 11 Data Synthesis Blog
  12. 12 Prompt Engineering Notebook
  13. 13 Prompt Generator
  14. 14 Memory Footprint
  15. 15 Notebook
  16. 16 Tokenization
  17. 17 Naive Data Parallelization
  18. 18 Parameter Efficient Fine Tuning
  19. 19 Memory Profile
  20. 20 Memory Footprint Comparison
  21. 21 More Memory Usage Tricks

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