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# Llama 2 Fine-tuning / Inference Recipes and Examples
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-**[Update Oct. 20, 2023] We have just released a series of Llama 2 demo apps [here](./demo_apps). These examples show how run Llama 2 locally and in the cloud to chat about data (PDF, DB, or live) and generate video summary.**
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+**[Update Oct. 20, 2023] We have just released a series of Llama 2 demo apps [here](./demo_apps). These examples show how to run Llama 2 locally and in the cloud to chat about data (PDF, DB, or live) and generate video summary.**
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The 'llama-recipes' repository is a companion to the [Llama 2 model](https://github.com/facebookresearch/llama). The goal of this repository is to provide examples to quickly get started with fine-tuning for domain adaptation and how to run inference for the fine-tuned models. For ease of use, the examples use Hugging Face converted versions of the models. See steps for conversion of the model [here](#model-conversion-to-hugging-face).
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