datasets/main/en/how_to.html

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		<link rel="modulepreload" href="/docs/datasets/main/en/_app/immutable/chunks/EditOnGithub.725ee0c1.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;Overview&quot;,&quot;local&quot;:&quot;overview&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>  <h1 class="relative group"><a id="overview" 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="#overview"><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>Overview</span></h1> <p data-svelte-h="svelte-1tkw4gv">The how-to guides offer a more comprehensive overview of all the tools 🤗 Datasets offers and how to use them. This will help you tackle messier real-world datasets where you may need to manipulate the dataset structure or content to get it ready for training.</p> <p data-svelte-h="svelte-18zeopy">The guides assume you are familiar and comfortable with the 🤗 Datasets basics. We recommend newer users check out our <a href="tutorial">tutorials</a> first.</p>  <div class="course-tip  bg-gradient-to-br dark:bg-gradient-to-r before:border-green-500 dark:before:border-green-800 from-green-50 dark:from-gray-900 to-white dark:to-gray-950 border border-green-50 text-green-700 dark:text-gray-400"><p data-svelte-h="svelte-ztn3kc">Interested in learning more? Take a look at <a href="https://huggingface.co/course/chapter5/1?fw=pt" rel="nofollow">Chapter 5</a> of the Hugging Face course!</p></div> <p data-svelte-h="svelte-rztvdb">The guides are organized into six sections:</p> <ul data-svelte-h="svelte-13e6xf1"><li><span class="underline decoration-sky-400 decoration-2 font-semibold">General usage</span>: Functions for general dataset loading and processing. The functions shown in this section are applicable across all dataset modalities.</li> <li><span class="underline decoration-pink-400 decoration-2 font-semibold">Audio</span>: How to load, process, and share audio datasets.</li> <li><span class="underline decoration-yellow-400 decoration-2 font-semibold">Vision</span>: How to load, process, and share image datasets.</li> <li><span class="underline decoration-green-400 decoration-2 font-semibold">Text</span>: How to load, process, and share text datasets.</li> <li><span class="underline decoration-orange-400 decoration-2 font-semibold">Tabular</span>: How to load, process, and share tabular datasets.</li> <li><span class="underline decoration-indigo-400 decoration-2 font-semibold">Dataset repository</span>: How to share and upload a dataset to the <a href="https://huggingface.co/datasets">Hub</a>.</li></ul> <p data-svelte-h="svelte-1nqxwu3">If you have any questions about 🤗 Datasets, feel free to join and ask the community on our <a href="https://discuss.huggingface.co/c/datasets/10" rel="nofollow">forum</a>.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/datasets/blob/main/docs/source/how_to.md" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a>  <p></p> 
			
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