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  "tags": []
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  },
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  "source": [
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- "## Training SOTA DreamBooth LoRA Tuning 🧨\n",
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  "\n",
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- "In this notebook, we show how to fine-tune [Stable Diffusion XL (SDXL)](https://huggingface.co/docs/diffusers/main/en/api/pipelines/stable_diffusion/stable_diffusion_xl) with [DreamBooth](https://huggingface.co/docs/diffusers/main/en/training/dreambooth) and [LoRA](https://huggingface.co/docs/diffusers/main/en/training/lora) using some of the most popular SOTA methods.\n",
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  "\n",
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  "Learn more about the techniques used in this exmaple [here](linke to blogpost)\n",
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  "\n",
 
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  "tags": []
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  },
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  "source": [
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+ "## Training Bria FM with LoRA 🎃\n",
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  "\n",
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+ "In this notebook, we show how to fine-tune [Bria foundation models)](https://huggingface.co/briaai) [LoRA](https://huggingface.co/docs/diffusers/main/en/training/lora)\n",
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  "\n",
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  "Learn more about the techniques used in this exmaple [here](linke to blogpost)\n",
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  "\n",