--- title: Budget Instruction Fine-tuning of Llama 3 8B Instruct(on... description: This post discusses the process of fine-tuning LLMs, particularly focusing on budget instruction fine-tuning of Llama 3 8B Instruct on medical data. It covers... canonical: https://daily.dev/posts/budget-instruction-fine-tuning-of-llama-3-8b-instruct-on-medical-data-with-hugging-face-google-col-ugou6j2uk twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Budget Instruction Fine-tuning of Llama 3 8B Instruct(on Medical Data) with Hugging Face, Google Colab and Unsloth | daily.dev og:description: This post discusses the process of fine-tuning LLMs, particularly focusing on budget instruction fine-tuning of Llama 3 8B Instruct on medical data. It covers... og:url: https://daily.dev/posts/budget-instruction-fine-tuning-of-llama-3-8b-instruct-on-medical-data-with-hugging-face-google-col-ugou6j2uk og:image: https://api.daily.dev/og/posts/UgOU6J2uK.png og:image:alt: Budget Instruction Fine-tuning of Llama 3 8B Instruct(on Medical Data) with Hugging Face, Google Colab and Unsloth 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. # Budget Instruction Fine-tuning of Llama 3 8B Instruct(on Medical Data) with Hugging Face, Google Colab and Unsloth **[MLOps Community](https://daily.dev/sources/mlopscommunity)** · 17 min read · 0 upvotes · 0 comments ## Summary This post discusses the process of fine-tuning LLMs, particularly focusing on budget instruction fine-tuning of Llama 3 8B Instruct on medical data. It covers different approaches to fine-tuning, such as supervised fine-tuning, few-shot learning, full transfer learning, and domain-specific fine-tuning. The post also introduces LoRA and QLoRA, which are enhanced fine-tuning approaches. It provides a guide for preparing data and fine-tuning Llama 3 8B Instruct using tools and platforms like Hugging Face, Unsloth, and Google Colab. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#data-science](https://daily.dev/tags/data-science), [#deep-learning](https://daily.dev/tags/deep-learning) [View this post on daily.dev](https://daily.dev/posts/budget-instruction-fine-tuning-of-llama-3-8b-instruct-on-medical-data-with-hugging-face-google-col-ugou6j2uk) ```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":"Budget Instruction Fine-tuning of Llama 3 8B Instruct(on Medical Data) with Hugging Face, Google Colab and Unsloth","url":"https://daily.dev/posts/budget-instruction-fine-tuning-of-llama-3-8b-instruct-on-medical-data-with-hugging-face-google-col-ugou6j2uk","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/budget-instruction-fine-tuning-of-llama-3-8b-instruct-on-medical-data-with-hugging-face-google-col-ugou6j2uk"},"datePublished":"2024-04-22T13:51:30.471Z","dateModified":"2024-05-09T09:13:33.132Z","description":"This post discusses the process of fine-tuning LLMs, particularly focusing on budget instruction fine-tuning of Llama 3 8B Instruct on medical data. 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