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Classroom Contents
Fine-Tuning Llama 3 on a Custom Dataset for RAG Q&A - Training LLM on a Single GPU
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- 1 - Why fine-tuning?
- 2 - Text tutorial on MLExpert.io
- 3 - Fine-tuning process overview
- 4 - Dataset
- 5 - Lllama 3 8B Instruct
- 6 - Google Colab Setup
- 7 - Loading model and tokenizer
- 8 - Create custom dataset
- 9 - Establish baseline
- 10 - Training on completions
- 11 - LoRA setup
- 12 - Training
- 13 - Load model and push to HuggingFace hub
- 14 - Evaluation comparing vs the base model
- 15 - Conclusion
