{"id":20701,"date":"2025-09-19T12:47:09","date_gmt":"2025-09-19T09:47:09","guid":{"rendered":"https:\/\/grnet.gr\/?p=20701"},"modified":"2025-10-09T14:08:20","modified_gmt":"2025-10-09T11:08:20","slug":"euroccgreece-hpc-training-series-course-16-compute-at-scale-concepts-and-spotlight-on-ai-iot-simulations-on-september-29th-2025","status":"publish","type":"post","link":"https:\/\/grnet.gr\/en\/2025\/09\/19\/euroccgreece-hpc-training-series-course-16-compute-at-scale-concepts-and-spotlight-on-ai-iot-simulations-on-september-29th-2025\/","title":{"rendered":"EuroCC@Greece HPC Training Series &#8211; Course 16 \u201cCompute at Scale: Concepts and Spotlight on AI, IoT, Simulations\u201d, on September 29th, 2025"},"content":{"rendered":"<p style=\"font-weight: 400;\">EuroCC@Greece announced the 16th Course of HPC Training Series with the subject \u201cCompute at Scale: Concepts and Spotlight on AI, IoT, Simulations\u201d, that took place online on\u00a0 September 29th, 2025.<\/p>\n<p style=\"font-weight: 400;\"><strong>Presentation language<\/strong>: Greek<\/p>\n<p style=\"font-weight: 400;\"><strong>Audience<\/strong>: Suitable for students, researchers, and engineers interested in gaining an understanding of essential concepts of parallelism and a practical grasp of its role in data-intensive domains of HPC.<\/p>\n<p style=\"font-weight: 400;\"><strong>Location<\/strong>: Online via Zoom<\/p>\n<p style=\"font-weight: 400;\">This course provided an introduction to essential parallelism concepts that underpin modern HPC and reviewed how these principles underlie some of the most popular real-world use cases of high-performance computing (HPC) in the domains of AI, streaming systems, and scientific computing. The goal of the course was to help the participants take a step towards becoming well-informed users of technologies and frameworks that exploit parallelism, and to be introduced to the aspects they should consider when\u00a0 gauging which set-ups may be suitable for their needs, as well as what benefits they can expect. To bridge theory with practice, the webinar concluded with two demo sessions: an introductory tutorial on PyTorch with Distributed Data Parallel (DDP), and a demo of the YOLOv8 model for scalable computer vision.<\/p>\n<p style=\"font-weight: 400;\"><strong>Learning Objectives<\/strong>:<\/p>\n<ul style=\"font-weight: 400;\">\n<li>Understand the concepts of parallelism, distribution, scale<\/li>\n<li>Understand how appear or apply in HPC<\/li>\n<li>Understand the benefits of exploiting parallelism in HPC<\/li>\n<li>Recognize how parallelism underpins key domains such as AI, IoT, scientific computing.<\/li>\n<li>Become familiar with Pytorch DDP<\/li>\n<li>Become familiar with YOLOv8 computer vision model<\/li>\n<\/ul>\n<p style=\"font-weight: 400;\"><strong>Learning Outcome<\/strong>:<\/p>\n<ul style=\"font-weight: 400;\">\n<li>Be able to distinguish between parallelism, distribution, scale<\/li>\n<li>Compare expected benefits (e.g., speedup, scalability) from different HPC frameworks.<\/li>\n<li>Familiarize with end-to-end data processing and analysis pipelines in IoT and their practical issues.<\/li>\n<li>Run and interpret a basic PyTorch DDP training workflow.<\/li>\n<li>Apply YOLOv8 in a parallel setting for basic computer vision tasks.<\/li>\n<li>Demonstrate informed judgment as end-users when selecting HPC tools and environments.<\/li>\n<\/ul>\n<p style=\"font-weight: 400;\"><strong>Use of interactive methods<\/strong>:<\/p>\n<p style=\"font-weight: 400;\">The course contained lectures dedicated to practical demonstrations of popular AI-related tools (the Pytorch DDP module, the YOLO v8 computer vision model), which also provided code snippets to the audience. Furthermore, the course included a dedicated Q&amp;A session in order to foster interaction between trainers and trainees.<\/p>\n<p style=\"font-weight: 400;\">Presentation Material of the Course can be found <a href=\"https:\/\/events.grnet.gr\/event\/188\/timetable\/\">here<\/a>.<\/p>\n<p style=\"font-weight: 400;\">Watch the Course\u2019s recordings in the dedicated playlist <a href=\"https:\/\/youtube.com\/playlist?list=PLDXx3HYfIJMqfzhkWHC2wmmAQ6jH8TR_e&amp;si=5bbMIUVtk4JyXxPQ\">here<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>EuroCC@Greece announced the 16th Course of HPC Training Series with the subject \u201cCompute at Scale: Concepts and Spotlight on AI, IoT, Simulations\u201d, that took place online on\u00a0 September 29th, 2025. Presentation language: Greek Audience: Suitable for students, researchers, and engineers interested in gaining an understanding of essential concepts of parallelism and a practical grasp of [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":20702,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[294,355,490],"tags":[],"class_list":["post-20701","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-events-en","category-news-en","category-news_en-en"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/posts\/20701","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/comments?post=20701"}],"version-history":[{"count":2,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/posts\/20701\/revisions"}],"predecessor-version":[{"id":20844,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/posts\/20701\/revisions\/20844"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/media\/20702"}],"wp:attachment":[{"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/media?parent=20701"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/categories?post=20701"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/grnet.gr\/en\/wp-json\/wp\/v2\/tags?post=20701"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}