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Peaks and Pits Playbook ๐Ÿ” ๐Ÿ•ณ๏ธ๏ธ

Table of contents

  • 1 Background information
  • 2 Introduction to Peaks and Pits
  • 3 High-level overview
  • 4 Obtain posts (Step 1)
  • 5 Identify project-specific exemplar peaks and pits (Step 2)
  • 6 The human touch- find the exemplars (Step 3)
  • 7 Fine-tune the SetFit model (Step 4)
  • 8 Run inference over all project data (Step 5)
  • 9 The metal detector, GPT-3.5 (Step 6)
  • 10 Downstream flourishes (Step 7)
  • 11 Resources

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11 Resources

11.1 Previous projects

To update with links to previous project decks

11.2 Useful reading

SetFit

  • Efficient Few-Shot Learning Without Prompts - original SetFit paper in arXiv
  • Setfit blog post from HuggingFace
  • A more detailed blog post by one of the co-authors of SetFit
  • A high-level, accessible Youtube video overview of SetFit
  • A more detailed Youtube video of SetFit by a few of the authors

Peaks and Pits

  • The Power of Moments summary
  • Nice visual notes by Jill Gough

MSFT application

  • Old video from David Evanโ€™s YT channel
  • Summary of Davidโ€™s presentation at MRMW NA 2021
10 Downstream flourishes (Step 7)

On this page

  • 11 Resources
  • 11.1 Previous projects
  • 11.2 Useful reading
  • View source
  • Edit this page

"Peaks and Pits Playbook ๐Ÿ” ๐Ÿ•ณ๏ธ๏ธ" was written by Jamie Hudson. It was last built on 2024-03-08.

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