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	<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"Open-Source AI Cookbook","local":"open-source-ai-cookbook","sections":[{"title":"Latest notebooks","local":"latest-notebooks","sections":[],"depth":2},{"title":"Contributing","local":"contributing","sections":[],"depth":2}],"depth":1}">
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	<link rel="modulepreload" href="/docs/cookbook/main/en/_app/immutable/chunks/EditOnGithub.4eda6a96.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"Open-Source AI Cookbook","local":"open-source-ai-cookbook","sections":[{"title":"Latest notebooks","local":"latest-notebooks","sections":[],"depth":2},{"title":"Contributing","local":"contributing","sections":[],"depth":2}],"depth":1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="open-source-ai-cookbook" 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="#open-source-ai-cookbook"><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>Open-Source AI Cookbook</span></h1> <p data-svelte-h="svelte-172bkh9">The Open-Source AI Cookbook is a collection of notebooks illustrating practical aspects of building AI
	applications and solving various machine learning tasks using open-source tools and models.</p> <h2 class="relative group"><a id="latest-notebooks" 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="#latest-notebooks"><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>Latest notebooks</span></h2> <p data-svelte-h="svelte-1ledt9t">Check out the recently added notebooks:</p> <ul data-svelte-h="svelte-8nz9jd"><li><a href="multiagent_web_assistant">Have several agents collaborate in a multi-agent hierarchy 🤖🤝🤖</a></li> <li><a href="semantic_reranking_elasticsearch">Semantic reranking with Elasticsearch</a></li> <li><a href="benchmarking_tgi">Benchmarking TGI</a></li> <li><a href="generate_preference_dataset_distilabel">Generate a Preference Dataset with distilabel</a></li> <li><a href="clean_dataset_judges_distilabel">Clean an Existing Preference Dataset with LLMs as Judges</a></li> <li><a href="rag_with_unstructured_data">Building RAG with Custom Unstructured Data</a></li> <li><a href="agent_rag">Agentic RAG: turbocharge your RAG with query reformulation and self-query! 🚀</a></li> <li><a href="agent_change_llm">Create a Transformers Agent from any LLM inference provider</a></li> <li><a href="fine_tuning_llm_to_generate_persian_product_catalogs_in_json_format">Fine-tuning LLM to Generate Persian Product Catalogs in JSON Format</a></li> <li><a href="agent_text_to_sql">Agent for text-to-SQL with automatic error correction</a></li> <li><a href="information_extraction_haystack_nuextract">Information Extraction with Haystack and NuExtract</a></li> <li><a href="rag_with_hf_and_milvus">RAG with Hugging Face and Milvus</a></li> <li><a href="agent_data_analyst">Data analyst agent: get your data’s insights in the blink of an eye ✨</a></li> <li><a href="rag_with_knowledge_graphs_neo4j">Enhancing RAG Reasoning with Knowledge Graphs</a></li></ul> <p data-svelte-h="svelte-rkum7e">You can also check out the notebooks in the cookbook’s <a href="https://github.com/huggingface/cookbook" rel="nofollow">GitHub repo</a>.</p> <h2 class="relative group"><a id="contributing" 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="#contributing"><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>Contributing</span></h2> <p data-svelte-h="svelte-1l0twh0">The Open-Source AI Cookbook is a community effort, and we welcome contributions from everyone!
	Check out the cookbook’s <a href="https://github.com/huggingface/cookbook/blob/main/README.md" rel="nofollow">Contribution guide</a> to learn
	how you can add your “recipe”.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/cookbook/blob/main/notebooks/en/index.md" target="_blank"><span data-svelte-h="svelte-1kd6by1"><</span> <span data-svelte-h="svelte-x0xyl0">></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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