diffusion-course/pr_111/en/_app/immutable/nodes/2.a34bbd65.js

import{s as Ut,n as Yt,o as Bt}from"../chunks/scheduler.47c1f99a.js";import{S as Gt,i as Nt,e as s,s as l,c as j,h as Kt,a,d as i,b as o,f as Jt,g as F,j as r,k as Rt,l as Qt,m as n,n as z,t as I,o as J,p as R}from"../chunks/index.bcb71b6c.js";import{C as Wt,H as B,E as Xt}from"../chunks/MermaidChart.svelte_svelte_type_style_lang.bdc5ce35.js";function Ot($t){let f,G,U,N,u,K,h,Q,d,vt=`<a href="https://github.com/huggingface/diffusion-models-class/blob/main/LICENSE" rel="nofollow"><img src="https://img.shields.io/static/v1?label=License&amp;message=Apache&amp;color=%3CYellow%3E" alt="License"/></a>  
<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&amp;label=Fork&amp;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&amp;logo=Jupyter" alt="Made with Jupyter"/></a>  
<img src="https://img.shields.io/badge/PyTorch-%23EE4C2C.svg?style=flat-square&amp;logo=PyTorch&amp;logoColor=white" alt="PyTorch"/>`,W,m,Tt="In this free course, you will:",X,g,Ct="<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>",O,p,Lt='Register via the <strong><a href="https://huggingface.us17.list-manage.com/subscribe?u=7f57e683fa28b51bfc493d048&amp;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>',V,c,Z,b,Mt='<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>',tt,w,xt="More information coming soon!",et,y,it,$,_t="<li>Good skills in Python 🐍</li> <li>Basics in Deep Learning and Pytorch</li>",nt,v,Ht="If it’s not the case yet, you can check these free resources:",lt,T,Pt='<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>',ot,C,st,L,Et="<strong>Is this class free?</strong>",at,M,Dt="Yes, totally free 🥳.",rt,x,kt="<strong>Do I need to have a Hugging Face account to follow the course?</strong>",ft,_,At="Yes, to push your custom models and pipelines to the hub, you need an account (it’s free) 🤗.",ut,H,qt='You can create one here 👉 <a href="https://huggingface.co/join" rel="nofollow">https://huggingface.co/join</a>',ht,P,St="<strong>What’s the format of the class?</strong>",dt,E,jt="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.",mt,D,Ft="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).",gt,k,pt,A,zt='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.',ct,q,It='<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>',bt,S,wt,Y,yt;return u=new Wt({props:{containerStyle:"float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"}}),h=new B({props:{title:"Hugging Face Diffusion Models Course",local:"hugging-face-diffusion-models-course",headingTag:"h1"}}),c=new B({props:{title:"Syllabus",local:"syllabus",headingTag:"h2"}}),y=new B({props:{title:"Prerequisites",local:"prerequisites",headingTag:"h2"}}),C=new B({props:{title:"FAQ",local:"faq",headingTag:"h2"}}),k=new B({props:{title:"🌎 Languages and translations",local:"-languages-and-translations",headingTag:"h2"}}),S=new 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