--- title: Scalable Federated Learning with NVIDIA FLARE for... description: This post explores how federated learning (FL) enabled by NVIDIA FLARE can address data challenges in large language models. It discusses the benefits of... canonical: https://daily.dev/posts/scalable-federated-learning-with-nvidia-flare-for-enhanced-llm-performance-vavjaopkg twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Scalable Federated Learning with NVIDIA FLARE for Enhanced LLM Performance | daily.dev og:description: This post explores how federated learning (FL) enabled by NVIDIA FLARE can address data challenges in large language models. It discusses the benefits of... og:url: https://daily.dev/posts/scalable-federated-learning-with-nvidia-flare-for-enhanced-llm-performance-vavjaopkg og:image: https://api.daily.dev/og/posts/vaVjAOpKg.png og:image:alt: Scalable Federated Learning with NVIDIA FLARE for Enhanced LLM Performance og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Scalable Federated Learning with NVIDIA FLARE for Enhanced LLM Performance **[NVIDIA Developer](https://daily.dev/sources/nvidiadev)** · 6 min read · 1 upvotes · 0 comments ## Summary This post explores how federated learning (FL) enabled by NVIDIA FLARE can address data challenges in large language models. It discusses the benefits of supervised fine-tuning and parameter-efficient fine-tuning for adapting foundation models. The post also highlights the use of the Lightning Client API and the streaming capacity of NVIDIA FLARE for scalable model training. Performance results of Federated PEFT and SFT are presented, showcasing the advantages of federated learning for language model adaptation. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#conversational-ai](https://daily.dev/tags/conversational-ai), [#data-management](https://daily.dev/tags/data-management), [#deep-learning](https://daily.dev/tags/deep-learning), [#genai](https://daily.dev/tags/genai), [#llm](https://daily.dev/tags/llm), [#networking](https://daily.dev/tags/networking), [#nlp](https://daily.dev/tags/nlp), [#nvidia-nemo](https://daily.dev/tags/nvidia-nemo) [View this post on daily.dev](https://daily.dev/posts/scalable-federated-learning-with-nvidia-flare-for-enhanced-llm-performance-vavjaopkg) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Scalable Federated Learning with NVIDIA FLARE for Enhanced LLM Performance","url":"https://daily.dev/posts/scalable-federated-learning-with-nvidia-flare-for-enhanced-llm-performance-vavjaopkg","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/scalable-federated-learning-with-nvidia-flare-for-enhanced-llm-performance-vavjaopkg"},"datePublished":"2024-02-29T21:10:55.911Z","dateModified":"2024-07-02T02:12:59.550Z","description":"This post explores how federated learning (FL) enabled by NVIDIA FLARE can address data challenges in large language models. 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