{"id":6343,"date":"2024-01-29T09:39:35","date_gmt":"2024-01-29T08:39:35","guid":{"rendered":"https:\/\/edihadria.eu\/?p=6343"},"modified":"2024-01-29T09:39:35","modified_gmt":"2024-01-29T08:39:35","slug":"razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima","status":"publish","type":"post","link":"https:\/\/edihadria.eu\/en\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\/","title":{"rendered":"Application development with LLM: Education on large language models"},"content":{"rendered":"<p>The development of applications based on large language models (LLM) represents a revolutionary paradigm in the field of AI. This education, presented by the esteemed professor dr. sc. Sande Martin\u010di\u0107-Ip\u0161i\u0107 from the Faculty of Informatics and Digital Technology Rijeka, aims to provide participants with a deep understanding of the principles of work, implementation and ethical issues that accompany the use of LLMs.<\/p>\n<p>Content of the Education:<\/p>\n<ol>\n<li><strong>Introduction to LLM:<\/strong>\n<ul>\n<li>Overview of LLM applications in business contexts and tasks.<\/li>\n<li>Analysis of the principles of operation of transformer architectures that lie at the basis of LLM.<\/li>\n<li>Understanding the principles of learning large language models for text generation.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Phases of the Application Development Project:<\/strong>\n<ul>\n<li>Detailed overview of phases and activities in the process of developing applications based on LLM.<\/li>\n<li>Consideration of techniques such as prompt engineering, fine tuning, castastrophic forgetting.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Techniques for Developing Applications with LLM:<\/strong>\n<ul>\n<li>Overview of techniques such as Parameter Efficient Fine-Tuning (PEFT) and Low-Rank Adaptation of Large Language Models (LoRA).<\/li>\n<li>Learning from human feedback and applying Reinforcement Learning with Human Feedback (RLHF).<\/li>\n<li>Access to Retrieval Augmented Generation (RAG) and vector databases to improve application performance.<\/li>\n<\/ul>\n<\/li>\n<li><strong>LangChain - Building LLM Applications:<\/strong>\n<ul>\n<li>Presentation of LangChain, a project that illustrates the practical implementation of LLM in application building.<\/li>\n<li>Consideration of hardware requirements, quantization of network parameters and challenges in building LLM applications.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Risks and Limitations Generating AI:<\/strong>\n<ul>\n<li>Analysis of biases and hallucinations that may arise from the use of generative language models.<\/li>\n<li>Difference between learned and fine-tuned models and implications on the quality of results.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Responsible Use of AI and Impact on Society:<\/strong>\n<ul>\n<li>Consideration of ethical issues and responsible use of generative AI.<\/li>\n<li>Identifying security aspects in the use of LLM and thinking about social impact.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Date, Location and Duration:<\/strong>\n<ul>\n<li>The education will be held at the Faculty of Informatics and Digital Technologies Rijeka, both in Hall 357, Radmile Matej\u010di\u0107 2, Rijeka and online.<\/li>\n<li>The dates are 28.02.2024 and 20.03.2024, with a duration from 2 p.m. to 7 p.m.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>This training provides an extraordinary opportunity for participants to venture into the world of LLMs, master key application development techniques and create the basis for responsible use of generative AI in future projects. Professor dr. sc. Sanda Martin\u010di\u0107-Ip\u0161i\u0107, with her professional knowledge and experience, ensures a high-quality learning experience. Don't miss the opportunity to participate in this training that promises to transform your approach to app development.<\/p>\n<p>More information about education <a href=\"https:\/\/edihadria.eu\/en\/razvoj-aplikacija-s-llm-om\/\">is available at the link<\/a>.<\/p>\n<p>Submit your application via the published <a href=\"https:\/\/edihadria.eu\/en\/javni-poziv-edukacije\/\">the Public Call<\/a> You will fill in the required documentation defined in the public call and send it by post to the project coordinator.<\/p>\n<p>If you need help filling out documentation and responding to a public call, we are here for you. <strong>Contact us at <a href=\"mailto:info@edihadria.eu\">info@edihadria.eu<\/a><\/strong> Together, we will prepare everything you need to start the digital transformation process.<\/p>","protected":false},"excerpt":{"rendered":"<p>The development of applications based on large language models (LLM) represents a revolutionary paradigm in the field of artificial intelligence. This education, presented by the distinguished professor dr. sc. Sanda Martin\u010di\u0107-Ip\u0161i\u0107 from the Faculty of Informatics and Digital Technologies Rijeka, aims to provide participants with a deep understanding of the principles of work, implementation and ethical issues that follow the use of LLMs. Content of Education: Introduction to LLM: [...]<\/p>","protected":false},"author":6,"featured_media":6344,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[50],"tags":[],"class_list":["post-6343","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novosti"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Razvoj aplikacija s LLM-om: Edukacija o velikim jezi\u010dnim modelima - Digitalizacija Jadranske Hrvatske<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/edihadria.eu\/en\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Razvoj aplikacija s LLM-om: Edukacija o velikim jezi\u010dnim modelima - Digitalizacija Jadranske Hrvatske\" \/>\n<meta property=\"og:description\" content=\"Razvoj aplikacija temeljenih na velikim jezi\u010dnim modelima (LLM) predstavlja revolucionarnu paradigmu u podru\u010dju umjetne inteligencije. Ova edukacija, predstavljena od strane ugledne profesorice dr. sc. Sande Martin\u010di\u0107-Ip\u0161i\u0107 s Fakulteta informatike i digitalnih tehnologija Rijeka, ima za cilj pru\u017eiti u\u010desnicima duboko razumijevanje principa rada, implementacije i eti\u010dkih pitanja koja prate upotrebu LLM-ova. Sadr\u017eaj Edukacije: Uvod u LLM: [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/edihadria.eu\/en\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\/\" \/>\n<meta property=\"og:site_name\" content=\"Digitalizacija Jadranske Hrvatske\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-29T08:39:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/edihadria.eu\/wp-content\/uploads\/2024\/01\/bernd-dittrich-1xE5QnNXJH0-unsplash-e1706517478365.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"550\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Emira Brki\u0107 Karnin\u010di\u0107\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Emira Brki\u0107 Karnin\u010di\u0107\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/\"},\"author\":{\"name\":\"Emira Brki\u0107 Karnin\u010di\u0107\",\"@id\":\"https:\\\/\\\/edihadria.eu\\\/#\\\/schema\\\/person\\\/94df10824533eca3d05833421d2ba13e\"},\"headline\":\"Razvoj aplikacija s LLM-om: Edukacija o velikim jezi\u010dnim modelima\",\"datePublished\":\"2024-01-29T08:39:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/\"},\"wordCount\":452,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/edihadria.eu\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/bernd-dittrich-1xE5QnNXJH0-unsplash-e1706517478365.jpg\",\"articleSection\":[\"Novosti\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/\",\"url\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/\",\"name\":\"Razvoj aplikacija s LLM-om: Edukacija o velikim jezi\u010dnim modelima - Digitalizacija Jadranske Hrvatske\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/edihadria.eu\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/bernd-dittrich-1xE5QnNXJH0-unsplash-e1706517478365.jpg\",\"datePublished\":\"2024-01-29T08:39:35+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/edihadria.eu\\\/razvoj-aplikacija-s-llm-om-edukacija-o-velikim-jezicnim-modelima\\\/#primaryimage\",\"url\":\"https:\\\/\\\/edihadria.eu\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/bernd-dittrich-1xE5QnNXJH0-unsplash-e1706517478365.jpg\",\"contentUrl\":\"https:\\\/\\\/edihadria.eu\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/bernd-dittrich-1xE5QnNXJH0-unsplash-e1706517478365.jpg\",\"width\":1280,\"height\":550,\"caption\":\"Photo by Bernd ???? 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