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	<a href="https://github.com/dhakalnirajan/diffusion-models-class" rel="nofollow"><img src="https://img.shields.io/github/forks/huggingface/diffusion-models-class.svg?style=social&label=Fork&maxAge=2592000" alt="GitHub forks"></a>
	<a href="https://jupyter.org/try" rel="nofollow"><img src="https://img.shields.io/badge/Made%20with-Jupyter-red?style=flat-square&logo=Jupyter" alt="Made with Jupyter"></a>
	<img src="https://img.shields.io/badge/PyTorch-%23EE4C2C.svg?style=flat-square&logo=PyTorch&logoColor=white" alt="PyTorch"></p> <p data-svelte-h="svelte-6wur6d">In this free course, you will:</p> <ul data-svelte-h="svelte-tnliz8"><li>👩‍🎓 Study the theory behind diffusion models</li> <li>🧨 Learn how to generate images and audio with the popular 🤗 Diffusers library</li> <li>🏋️‍♂️ Train your own diffusion models from scratch</li> <li>📻 Fine-tune existing diffusion models on new datasets</li> <li>🗺 Explore conditional generation and guidance</li> <li>🧑‍🔬 Create your own custom diffusion model pipelines</li></ul> <p data-svelte-h="svelte-gstbek">Register via the <strong><a href="https://huggingface.us17.list-manage.com/subscribe?u=7f57e683fa28b51bfc493d048&id=ef963b4162" rel="nofollow">signup form</a></strong> and then join us on <strong><a href="https://discord.gg/aYka4Yhff9" rel="nofollow">Discord</a></strong> to get the conversations started. Instructions on how to join specific categories/channels <strong><a href="https://discord.com/channels/879548962464493619/1014509271255367701" rel="nofollow">are here.</a></strong></p> <h2 class="relative group"><a id="syllabus" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#syllabus"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Syllabus</span></h2> <table data-svelte-h="svelte-1s4q531"><thead><tr><th>📆 Publishing date</th> <th>📘 Unit</th> <th>👩‍💻 Hands-on</th></tr></thead> <tbody><tr><td>November 28, 2022</td> <td><a href="https://github.com/huggingface/diffusion-models-class/tree/main/unit1" rel="nofollow">An Introduction to Diffusion Models</a></td> <td>Introduction to Diffusers and Diffusion Models From Scratch</td></tr> <tr><td>December 12, 2022</td> <td><a href="https://github.com/huggingface/diffusion-models-class/tree/main/unit2" rel="nofollow">Fine-Tuning and Guidance</a></td> <td>Fine-Tuning a Diffusion Model on New Data and Adding Guidance</td></tr> <tr><td>December 21, 2022</td> <td><a href="https://github.com/huggingface/diffusion-models-class/tree/main/unit3" rel="nofollow">Stable Diffusion</a></td> <td>Exploring a Powerful Text-Conditioned Latent Diffusion Model</td></tr> <tr><td>January 2023 (TBC)</td> <td><a href="https://github.com/huggingface/diffusion-models-class/tree/main/unit4" rel="nofollow">Doing More with Diffusion</a></td> <td>Advanced Techniques to Take Diffusion Further</td></tr></tbody></table> <p data-svelte-h="svelte-we4qmo">More information coming soon!</p> <h2 class="relative group"><a id="prerequisites" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#prerequisites"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Prerequisites</span></h2> <ul data-svelte-h="svelte-jtcnti"><li>Good skills in Python 🐍</li> <li>Basics in Deep Learning and Pytorch</li></ul> <p data-svelte-h="svelte-vepy2l">If it’s not the case yet, you can check these free resources:</p> <ul data-svelte-h="svelte-1mpjn6u"><li>Python: <a href="https://www.udacity.com/course/introduction-to-python--ud1110" rel="nofollow">https://www.udacity.com/course/introduction-to-python—ud1110</a></li> <li>Intro to Deep Learning with PyTorch: <a href="https://www.udacity.com/course/deep-learning-pytorch--ud188" rel="nofollow">https://www.udacity.com/course/deep-learning-pytorch—ud188</a></li> <li>PyTorch in 60 min: <a href="https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html" rel="nofollow">https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html</a></li></ul> <h2 class="relative group"><a id="faq" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#faq"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>FAQ</span></h2> <p data-svelte-h="svelte-zol7iy"><strong>Is this class free?</strong></p> <p data-svelte-h="svelte-3cgkwx">Yes, totally free 🥳.</p> <p data-svelte-h="svelte-b4n8gp"><strong>Do I need to have a Hugging Face account to follow the course?</strong></p> <p data-svelte-h="svelte-zzr1ob">Yes, to push your custom models and pipelines to the hub, you need an account (it’s free) 🤗.</p> <p data-svelte-h="svelte-37qcjk">You can create one here 👉 <a href="https://huggingface.co/join" rel="nofollow">https://huggingface.co/join</a></p> <p data-svelte-h="svelte-g9gbi6"><strong>What’s the format of the class?</strong></p> <p data-svelte-h="svelte-gwgnfe">The course will consist of at least <strong>4 Units.</strong> More will be added as time goes on, on topics like diffusion for audio.</p> <p data-svelte-h="svelte-10rd3uy">Each unit consists of some theory and background alongside one or more hands-on notebooks. Some units will also contain suggested projects and we’ll have competitions and swag for the best pipelines and demos (more details TDB).</p> <h2 class="relative group"><a id="-languages-and-translations" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#-languages-and-translations"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>🌎 Languages and translations</span></h2> <p data-svelte-h="svelte-jrgn8q">Members of the 🤗 community have begun translating the course! We’re planning to host this course on the <a href="https://huggingface.co/" rel="nofollow">Hugging Face website</a>, so if you’re interested in contributing a translation, we recommend waiting until we’ve formatted the English content in it’s final form.</p> <table data-svelte-h="svelte-1s4nomp"><thead><tr><th align="left">Language</th> <th align="left">Authors</th></tr></thead> <tbody><tr><td align="left"><a href="https://github.com/darcula1993/diffusion-models-class-CN/blob/main/README_CN.md" rel="nofollow">Chinese</a></td> <td align="left"><a href="https://github.com/darcula1993" rel="nofollow">@darcula1993</a> <a href="https://github.com/XhrLeokk" rel="nofollow">@XhrLeokk</a> <a href="https://github.com/SuSung-boy" rel="nofollow">@SuSung-boy</a> <a href="https://github.com/Hoi2022" rel="nofollow">@Hoi2022</a></td></tr> <tr><td align="left"><a href="https://github.com/eltociear/diffusion-models-class-JA/blob/main/README_JA.md" rel="nofollow">Japanese</a></td> <td align="left"><a href="https://github.com/eltociear" rel="nofollow">@eltociear</a> <a href="https://github.com/nazuki155" rel="nofollow">@nazuki155</a></td></tr> <tr><td align="left"><a href="https://github.com/deep-diver/diffusion-models-class/blob/main/README_KR.md" rel="nofollow">Korean</a></td> <td align="left"><a href="https://github.com/deep-diver" rel="nofollow">@deep-diver</a></td></tr></tbody></table> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/diffusion-models-class/blob/main/README.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg> <span data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a> <p></p>

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