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Rank Decomposition
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Classroom Contents
Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training
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- 1 Intro
- 2 Use cases
- 3 Path import
- 4 Adapter transformers
- 5 What are adapters
- 6 Adapter Hub
- 7 Weight Mattresses
- 8 LoRA
- 9 Rank Decomposition
- 10 Singular Value decomposition
- 11 Low Rank Adaptation
- 12 Data Analysis
- 13 Singular Values
- 14 Performance
- 15 LoRA as an institution
- 16 LoRA configuration files
- 17 Summary
