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![Image created with Stable Diffusion from [this space](https://huggingface.co/spaces/stabilityai/stable-diffusion)](blog_cover.jpeg)
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[Hugging Face Spaces](https://huggingface.co/spaces/launch) provides an easy ways to deploy a web app with python. [Gradio](https://gradio.app/) is one of my favorite tools for building these web apps. For example, the cover-image for this blog post was generated with a [Gradio App](https://huggingface.co/spaces/stabilityai/stable-diffusion)![^1] Gradio also allows you to prototype your web apps in notebooks which allow you to iterate fast. Unfortunately, Hugging Face Spaces requires you to package your web application code as a python script named `app.py`.
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[Hugging Face Spaces](https://huggingface.co/spaces/launch) provides an easy ways to deploy a web app with python. [Gradio](https://gradio.app/) is one of my favorite tools for building these web apps. For example, the cover-image for this blog post was generated with a [Gradio App](https://huggingface.co/spaces/stabilityai/stable-diffusion)![^1] Gradio also allows you to prototype your web apps in notebooks which allows you to iterate fast. Unfortunately, Hugging Face Spaces requires you to package your web application code as a python script named `app.py`.
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However, **thanks to [nbdev](https://nbdev.fast.ai), you can deploy a Gradio app to Spaces from a notebook without having to refactor your code into a script!** When you finish this tutorial, you will have an app that looks like this:
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