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unit2/README.md

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@@ -45,6 +45,11 @@ There are a number of ways to pass in this conditioning information, such as
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## Hands-On Notebook
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| Chapter | Colab | Kaggle | Gradient | Studio Lab |
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|:--------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| Fine-tuning and Guidance | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/diffusion-models-class/blob/main/unit1/01_finetuning_and_guidance.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/huggingface/diffusion-models-class/blob/main/unit1/01_finetuning_and_guidance.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/huggingface/diffusion-models-class/blob/main/unit1/01_finetuning_and_guidance.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/huggingface/diffusion-models-class/blob/main/unit1/01_finetuning_and_guidance.ipynb) |
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| Class-conditioned Diffusion Model Example | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/diffusion-models-class/blob/main/unit1/02_class_conditioned_diffusion_model_example.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/huggingface/diffusion-models-class/blob/main/unit1/02_class_conditioned_diffusion_model_example.ipynb) | [![Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/huggingface/diffusion-models-class/blob/main/unit1/02_class_conditioned_diffusion_model_example.ipynb) | [![Open In SageMaker Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/huggingface/diffusion-models-class/blob/main/unit1/02_class_conditioned_diffusion_model_example.ipynb) |
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At this point, you know enough to get started with the accompanying notebooks! Open them in your platform of choice using the links above. Fine-tuning is quite computationally intensive, so if you're using Kaggle or Google Colab make sure you set the runtime type to 'GPU' for best results.
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The bulk of the material is in _**Fine-tuning and Guidance**_, where we explore these two topics through worked examples. The notebook shows how you can fine-tune an existing model on new data, add guidance, and share the result as a Gradio demo. There is an accompanying script ([`finetune_model.py`](TODO link)) that makes it easy to experiment with different fine-tuning settings, and [an example space](https://huggingface.co/spaces/johnowhitaker/color-guided-wikiart-diffusion) which you can use as a template for sharing your own demo on 🤗 Spaces.

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