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Fixed URL typo (#113)
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docs/digits_diffusion_model.ipynb

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"## Building your diffusion model\n",
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"Now you will start developing the parts of your [diffusion model](https://en.wikipedia.org/wiki/Diffusion_model). It is composed of a (UNet architecture)[https://en.wikipedia.org/wiki/U-Net] backbone and the diffusion layers.\n",
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"Now you will start developing the parts of your [diffusion model](https://en.wikipedia.org/wiki/Diffusion_model). It is composed of a [UNet architecture](https://en.wikipedia.org/wiki/U-Net) backbone and the diffusion layers.\n",
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"### U-Net Architecture\n",
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"\n",

docs/digits_diffusion_model.md

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## Building your diffusion model
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Now you will start developing the parts of your [diffusion model](https://en.wikipedia.org/wiki/Diffusion_model). It is composed of a (UNet architecture)[https://en.wikipedia.org/wiki/U-Net] backbone and the diffusion layers.
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Now you will start developing the parts of your [diffusion model](https://en.wikipedia.org/wiki/Diffusion_model). It is composed of a [UNet architecture](https://en.wikipedia.org/wiki/U-Net) backbone and the diffusion layers.
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### U-Net Architecture
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