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README.md
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tags: []
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* Full Fine-Tuning and
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* PEFT (Parameter-Efficient Fine-Tuning)
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* LoRA (Low-Rank Adaptation) and
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* QLoRA (Quantized Low-Rank Adaptation)
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* Model [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) and
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* Dataset [gretelai/synthetic_text_to_sql](https://huggingface.co/datasets/gretelai/synthetic_text_to_sql)
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tags: []
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---
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Work in progress:
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* **Full Fine-Tuning** and
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* **PEFT (Parameter-Efficient Fine-Tuning)**, including
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* **LoRA (Low-Rank Adaptation)** and
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* **QLoRA (Quantized Low-Rank Adaptation)**
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Example:
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* Model [**meta-llama/Meta-Llama-3.1-8B-Instruct**](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) and
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* Dataset [**gretelai/synthetic_text_to_sql**](https://huggingface.co/datasets/gretelai/synthetic_text_to_sql)
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