{"id":1844,"date":"2025-04-25T11:07:26","date_gmt":"2025-04-25T11:07:26","guid":{"rendered":"https:\/\/interactivehpc.dk\/?p=1844"},"modified":"2025-05-15T07:38:01","modified_gmt":"2025-05-15T07:38:01","slug":"workshops-on-ai-applications","status":"publish","type":"post","link":"https:\/\/interactivehpc.dk\/?p=1844","title":{"rendered":"Workshops on AI applications"},"content":{"rendered":"\n<p class=\"gp-gutenbergpro-0b53d\">Join us for three new and free online workshops to explore how these tools can transform your work. Discover AI Applications on DeiC Interactive HPC \u2013 UCloud<\/p>\n\n\n\n<h5 class=\"wp-block-heading gp-gutenbergpro-8bd60\">Workshop 1:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-41356\">Transcribing and editing audio transcriptions with Transcriber and Speech Analyzer apps<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-e2b54\"><strong>Date: <\/strong>22 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-9d323\"><strong>Time:<\/strong> 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-e7546\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-87aa9\">Join us for a hands-on workshop where we guide you through the complete pipeline of transcribing audio files from speech to text and editing and classifying transcription segments.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-4faf4\"><strong>In this session, you&#8217;ll learn how to:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Use Transcriber<\/strong> for transcribing audio\/video files. Transcriber is based on Open AI\u2019s Whisper language model. The app can transcribe speech audio to text in various formats and uses the&nbsp;WhisperX package&nbsp;to perform speaker recognition.<\/li>\n\n\n\n<li><strong>Navigate the new<\/strong>, simple, drag and drop <strong>Transcriber user interface<\/strong> to make it easier for you to use AI to transcribe audio files.<\/li>\n\n\n\n<li><strong>Edit and classify the transcriptions with Speech Analyzer<\/strong>. Speech Analyzer is an application built on top of&nbsp;Label Studio, specifically optimized for dialogue analysis. It enables you to label, edit, and annotate transcriptions generated using&nbsp;Transcriber.<\/li>\n\n\n\n<li><strong>Perform a comprehensive&nbsp;<\/strong><em><strong>dialogue analysis<\/strong><\/em><strong>&nbsp;on UCloud<\/strong> involving transcribing audio files using&nbsp;Transcriber, followed by transcription analysis with Speech Analyzer.<\/li>\n<\/ul>\n\n\n\n<p class=\"gp-gutenbergpro-59de7\">All workflows will be executed inside a <strong>UCloud<\/strong> project environment with access to GPU resources.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-449ab\"><strong>Target audience: <\/strong>Researchers across all Departments, particularly Digital Humanities and Social Science, Students, AI interested.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-acfc5\"><strong>Technical Level:<\/strong> Basic to Intermediate.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-e0b8b\"><a href=\"https:\/\/events.au.dk\/ucloudaiworkshop1speechanalyzer\" target=\"_blank\" rel=\"noreferrer noopener\">Sign up for this workshop<\/a><\/p>\n\n\n\n<h5 class=\"wp-block-heading gp-gutenbergpro-c474e\">Workshop 2:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-a2d8c\">ChatUI and CVAT pipelines<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-d2122\"><strong>Date: <\/strong>27 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-588d7\"><strong>Time<\/strong>: 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-b5b43\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-22030\">Join us for a hands-on workshop where we guide you through two different AI based workflows, involving ChatUI and CVAT apps.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-e20c1\"><strong>In this session, you&#8217;ll learn how to<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list gp-gutenbergpro-9c4ce\">\n<li>Use Chat UI as a flexible interface for hosting of various LLM models, and interact via a chat or API environment.<\/li>\n\n\n\n<li>Use ChatUI for semantic search in a knowledge base.<\/li>\n\n\n\n<li>Use CVAT as a powerful annotation tool, including image classification, object detection, semantic and instance segmentation, and video \/ 3D annotations.<\/li>\n\n\n\n<li>Use advanced CVAT features including auto-annotation, algorithmic assistance, management and analytics.<\/li>\n<\/ul>\n\n\n\n<p class=\"gp-gutenbergpro-07484\">All workflows will be executed inside a UCloud project environment with access to GPU resources.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-5a6b4\"><\/p>\n\n\n\n<p class=\"gp-gutenbergpro-9ef59\"><strong>Target audience: <\/strong>Researchers across all fields, particularly transport, robotics, digital humanities, social sciences, machine learning and students.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-04ec7\"><strong>Technical Level:<\/strong> Basic to Intermediate.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-1b823\"><a href=\"https:\/\/events.au.dk\/ucloudaiworkshop2chatui\">Sign up for this workshop<\/a><\/p>\n\n\n\n<h5 class=\"wp-block-heading gp-gutenbergpro-9a9b4\">Workshop 3:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-14734\">Fine-Tuning and Deploying &nbsp;Large Language Models with NeMo Framework and Triton Inference Server<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-8694e\"><strong>Date: <\/strong>28 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-01408\"><strong>Time<\/strong>: 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-fa4e3\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-62b15\">Join us for a hands-on workshop where we guide you through the complete pipeline of fine-tuning large language models (LLMs) for specialized tasks such as medical question-answering!<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-ebc25\"><strong>In this session, you&#8217;ll learn how to:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prepare and preprocess open-source datasets for fine-tuning.<\/li>\n\n\n\n<li>Apply <strong>Parameter-Efficient Fine-Tuning (PEFT)<\/strong> using <strong>LoRA<\/strong> with <strong>NVIDIA NeMo Framework<\/strong>.<\/li>\n\n\n\n<li>Deploy optimized LLMs using <strong>NVIDIA<\/strong> <strong>Triton Inference Server<\/strong> and <strong>TensorRT-LLM<\/strong>.<\/li>\n\n\n\n<li>Generate a synthetic Q&amp;A dataset using <strong>Label Studio<\/strong> connected to a live inference backend.<\/li>\n\n\n\n<li>Fine-tune and evaluate your customized LLM for domain-specific applications.<\/li>\n<\/ul>\n\n\n\n<p class=\"gp-gutenbergpro-c965f\">All workflows will be executed inside a <strong>UCloud<\/strong> project environment with access to GPU resources.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-737d3\"><strong>Target audience: <\/strong>Machine learning practitioners, researchers, and engineers interested in LLM customization, domain adaptation, or scalable model deployment.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-e6214\"><strong>Technical Level:<\/strong> Intermediate to Advanced.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-7f2ae\"><a href=\"https:\/\/events.au.dk\/ucloudaiworkshop3llms\" target=\"_blank\" rel=\"noreferrer noopener\">Sign up for this workshop<\/a> <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"gp-gutenbergpro-54f15\">DeiC Interactive HPC provides researchers at Danish universities with access to a variety of AI applications on UCloud that enable them to accelerate their research through powerful and secure computational tools.<br><br>Through online workshops the DeiC Interactive HPC Consortium will introduce both new and experienced users to DeiC Interactive HPC\/UCloud\u2019s AI app portfolio.<br><br>The sessions are designed to equip researchers and students with the knowledge and skills needed to effectively harness DeiC Interactive HPC\/UCloud\u2019s AI tools for their research.<br><br>Feel free to share with colleagues and peers who might benefit. See you there!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Join us for three new and free online workshops to explore how these tools can transform your work. Discover AI Applications on DeiC Interactive HPC \u2013 UCloud Workshop 1: Transcribing and editing audio transcriptions with Transcriber and Speech Analyzer apps Date: 22 May 2025 Time: 13:00 &#8211; 15:00 (CET) Location: Online, via Zoom (link TBA) [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1851,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"gtp_columnspro_styling":"{}","gtp_paragraph_styling":"{\"54f153fd-8841-4a97-b15c-45354f8ef365\":\" .gp-gutenbergpro-54f15 { background-position-x: 50%;\\nbackground-position-y: 50%;\\nbackground-size: cover;\\nheight: px; }\"}","gtp_heading_styling":"{\"14734dac-724d-4e5b-88ca-1d563d35422b\":\" .gp-gutenbergpro-14734 { background-position-x: 50%;\\nbackground-position-y: 50%;\\nbackground-size: cover;\\nletter-spacing: 0px !important;\\ntext-shadow: 0px 0px 0px ;\\nfont-family:  !important; }\"}","gtp_spacer_styling":"{}","gtp_video_styling":"{}","gtp_group_styling":"{}","gtp_cover_styling":"{}","footnotes":""},"categories":[40,38,47,11],"tags":[44,42],"class_list":["post-1844","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-interactive-hpc","category-supercomputing","category-ucloud","category-workshop","tag-interactive-hpc","tag-supercomputing"],"lang":"en","translations":{"en":1844,"da":1859},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1844","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1844"}],"version-history":[{"count":8,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1844\/revisions"}],"predecessor-version":[{"id":1975,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1844\/revisions\/1975"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/media\/1851"}],"wp:attachment":[{"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1844"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1844"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1844"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}