Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training

Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training

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LoRA

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8 of 17

LoRA

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Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training

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  1. 1 Intro
  2. 2 Use cases
  3. 3 Path import
  4. 4 Adapter transformers
  5. 5 What are adapters
  6. 6 Adapter Hub
  7. 7 Weight Mattresses
  8. 8 LoRA
  9. 9 Rank Decomposition
  10. 10 Singular Value decomposition
  11. 11 Low Rank Adaptation
  12. 12 Data Analysis
  13. 13 Singular Values
  14. 14 Performance
  15. 15 LoRA as an institution
  16. 16 LoRA configuration files
  17. 17 Summary

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