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Tags: lora* + peft*

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1. 14 Free Large Language Models Fine-Tuning Notebooks

   - 14 free colab notebooks providing hands-on experience in fine-tuning large language models (LLMs).
   - The notebooks cover topics from efficient training methodologies like LoRA and Hugging Face to specialized models such as Llama, Guanaco, and Falcon.
   - They also include advanced techniques like PEFT Finetune, Bloom-560m-tagger, and Meta_OPT-6–1b_Model.

   2024-02-10 Tags: llm, lora, hugging face, llama, guanaco, falcon, peft, fine tune, mpt-instruct, phi, self-supervised, rlhf by klotz
2. Finetune LLMs on your own consumer hardware using tools from PyTorch and Hugging Face ecosystem | PyTorch

   efficient method for fine-tuning LLM using LoRA and QLoRA, making it possible to train them even on consumer hardware

   2024-01-12 Tags: llm, fine tuning, qlora, lora, peft, pytorch, hugging face, fine-tuning, llms by klotz
3. Easily Train a Specialized LLM: PEFT, LoRA, QLoRA, LLaMA-Adapter, and More

   2023-12-10 Tags: llm, lora, qlora, peft, fine tuning by klotz

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