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  <p class="lg:col-span-2"> <a href="https://colab.research.google.com/github/huggingface/blog/blob/main/notebooks/64_fastai_hub.ipynb" target="_blank" style="text-decoration: underline">This tutorial</a> shows how to share and load Learners (including those created with blurr) to and from the Hugging Face Hub. </p>
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  <ul class="lg:col-span-2" style="list-style: circle inside">
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  <li class="my-4">Say “Hi!” in the <a href="https://discord.gg/eXgFp5FRsz" target="_blank" style="text-decoration: underline">hf-fastai channel</a> in the fastai Discord server (kudos Wayde Gilliam). Servers are places where a community can interact via channels for specific topics.</li>
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- <li class="my-4">Change the layout of your demo instead of just having all of the inputs on the left and outputs on the right</li>
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- <li class="my-4">Have multi-step interfaces, in which the output of one model becomes the input to the next model, or have more flexible data flows in general</li>
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- <li class="my-4">Change a component's properties (for example, the choices in a Dropdown) or its visibilty based on user input</li>
 
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  </ul>
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  <br />
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  <p class="lg:col-span-2"> <a href="https://colab.research.google.com/github/huggingface/blog/blob/main/notebooks/64_fastai_hub.ipynb" target="_blank" style="text-decoration: underline">This tutorial</a> shows how to share and load Learners (including those created with blurr) to and from the Hugging Face Hub. </p>
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  <ul class="lg:col-span-2" style="list-style: circle inside">
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  <li class="my-4">Say “Hi!” in the <a href="https://discord.gg/eXgFp5FRsz" target="_blank" style="text-decoration: underline">hf-fastai channel</a> in the fastai Discord server (kudos Wayde Gilliam). Servers are places where a community can interact via channels for specific topics.</li>
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+ <li class="my-4"><a href="https://huggingface.co/organizations/hugginglearners/share/zpkoRjVushPkTyTzPpQDWxnmbJwPkqWTsS" target="_blank" style="text-decoration: underline">Join here</a> to the “fastai X Hugging Face Group 2022 (hugginglearners)” organization in the Hub (so that you can add your Learner to the organization).</li>
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+ <li class="my-4">Train a vision or text fastai Learner. You can use an already pre-trained model from the Hugging Face Hub.</li>
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+ <li class="my-4">Share a trained fastai Learner with the community through the Hub. You can use the <a href="https://docs.fast.ai/huggingface.html#Sharing-a-Learner-to-the-Hub" target="_blank" style="text-decoration: underline">push_to_hub_fastai</a> function. Remember to describe your model in the <a href="https://huggingface.co/docs/hub/model-repos" target="_blank" style="text-decoration: underline">model card</a>.</li>.
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+ <li class="my-4">Create a Gradio demo to showcase your model. <a href="https://huggingface.co/course/chapter9/1?fw=pt" target="_blank" style="text-decoration: underline">Here is a tutorial</a> in the Hugging Face course, and the next iteration of the fastai course will include a section on sharing with Gradio.</li>.
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  </ul>
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