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SUMMARY:Optimize your AI projects with HPC and multi-GPUs
DTSTART:20261126T120000Z
DTEND:20261126T160000Z
DTSTAMP:20261030T093600Z
UID:indico-event-602@events.hpc-portal.eu
DESCRIPTION:\nDo you train artificial intelligence models and want to impr
 ove their performance without spending hours manually testing different co
 nfigurations?\nThis training course will show you how to optimise the hype
 rparameters of your AI models and harness the power of GPUs and a supercom
 puter’s multi-GPU environments.\nCourse outline:\nUnderstanding hyperpar
 ameters and the main methods for optimising them\n\nDiscovering the concep
 t of pruning\nOptimising hyperparameters on a GPU\nScaling up in a multi-G
 PU environment\nAnalysing model performance\nComparing and discussing the 
 gains achieved following optimisation\nPutting the concepts into practice 
 through exercises on the ROMEO2025 supercomputer’s GPUs\n\n \nWhy take 
 part?\n\nLearn how to optimise the hyperparameters of your artificial inte
 lligence models\nUnderstand the metrics used to evaluate a model’s perfo
 rmance\nReduce the time needed to find the best configurations\nMake effec
 tive use of multi-GPU resources\nExperiment directly on the ROMEO2025 supe
 rcomputer\n\n \nTarget audience:\nThis training course is aimed at engine
 ers and researchers wishing to optimise their models and hyperparameters b
 y harnessing the multi-GPU computing power available on the nodes of a sup
 ercomputer such as ROMEO.\n\nPrerequisites:\n\nKnowledge of Python. If you
  do not have this\, you can take free courses to learn the basics of Pytho
 n. These courses include:\nLearn the basics of Python – OpenClassrooms\n
 Get started with Python for data analysis – OpenClassrooms\nBasic knowle
 dge of high-performance computing (HPC). The two courses ‘Introduction t
 o Supercomputers’ and ‘My First Steps on a Supercomputer’ offered by
  ROMEO cover this prerequisite.\nUnderstanding the fundamental concepts of
  deep learning. The ‘Fundamentals of Deep Learning’ course offered by 
 ROMEO covers this prerequisite.\n\nThe ‘Accelerate your AI projects with
  HPC and multi-GPUs’ course offered by ROMEO is recommended but not comp
 ulsory.\n\n\n\nhttps://events.hpc-portal.eu/event/602/
URL:https://events.hpc-portal.eu/event/602/
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