{"id":1859,"date":"2025-04-29T11:33:26","date_gmt":"2025-04-29T11:33:26","guid":{"rendered":"https:\/\/interactivehpc.dk\/?p=1859"},"modified":"2025-05-15T07:37:40","modified_gmt":"2025-05-15T07:37:40","slug":"workshops-on-ai-applications-2","status":"publish","type":"post","link":"https:\/\/interactivehpc.dk\/?p=1859&lang=da","title":{"rendered":"Workshops om AI applikationer"},"content":{"rendered":"\n<p class=\"gp-gutenbergpro-21c1d\">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-2269e\">Workshop 1:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-dabd0\">Transcribing and editing audio transcriptions with Transcriber and Speech Analyzer apps<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-51a75\"><strong>Date: <\/strong>22 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-f09e0\"><strong>Time:<\/strong> 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-86f9b\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-5c4ba\">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-99c87\"><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-112ad\">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-34f43\"><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-c3cff\"><strong>Technical Level:<\/strong> Basic to Intermediate.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-f4e25\"><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-24141\">Workshop 2:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-54623\">ChatUI and CVAT pipelines<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-59fb9\"><strong>Date: <\/strong>27 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-5da6c\"><strong>Time<\/strong>: 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-3db7f\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-a8141\">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-12ebb\"><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-fde54\">All workflows will be executed inside a UCloud project environment with access to GPU resources.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-84430\"><\/p>\n\n\n\n<p class=\"gp-gutenbergpro-e5678\"><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-8d528\"><strong>Technical Level:<\/strong> Basic to Intermediate.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-ead44\"><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-f6d22\">Workshop 3:<\/h5>\n\n\n\n<h3 class=\"wp-block-heading gp-gutenbergpro-15b11\">Fine-Tuning and Deploying &nbsp;Large Language Models with NeMo Framework and Triton Inference Server<\/h3>\n\n\n\n<p class=\"gp-gutenbergpro-a7dea\"><strong>Date: <\/strong>28 May 2025<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-f4947\"><strong>Time<\/strong>: 13:00 &#8211; 15:00 (CET)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-2de0c\"><strong>Location: <\/strong>Online, via Zoom (link TBA)<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-50a50\">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-9ec9d\"><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-bae98\">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-acf92\"><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-5f2d1\"><strong>Technical Level:<\/strong> Intermediate to Advanced.<\/p>\n\n\n\n<p class=\"gp-gutenbergpro-1f7d3\"><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-f3461\">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":"{\"f3461696-83e2-414c-affc-9aaef0968dd7\":\" .gp-gutenbergpro-f3461 { background-position-x: 50%;\\nbackground-position-y: 50%;\\nbackground-size: cover;\\nheight: px; }\"}","gtp_heading_styling":"{\"15b11fbd-adc8-43db-afeb-9b2119f43151\":\" .gp-gutenbergpro-15b11 { 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":[105,110,113,117],"tags":[167,170],"class_list":["post-1859","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-interactive-hpc___da","category-supercomputing___da","category-ucloud___da","category-workshop___da","tag-interactive-hpc___da","tag-supercomputing___da"],"lang":"da","translations":{"da":1859,"en":1844},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1859","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=1859"}],"version-history":[{"count":2,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1859\/revisions"}],"predecessor-version":[{"id":1974,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=\/wp\/v2\/posts\/1859\/revisions\/1974"}],"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=1859"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1859"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/interactivehpc.dk\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}