{"id":111616,"date":"2026-10-01T15:16:56","date_gmt":"2026-10-01T13:16:56","guid":{"rendered":"https:\/\/formation.access-it.fr\/formation\/nvidia-training-course-find-the-bottleneck-optimize-ai-pipelines-with-nsight-systems\/"},"modified":"2026-10-01T15:16:56","modified_gmt":"2026-10-01T13:16:56","slug":"nvidia-training-course-find-the-bottleneck-optimize-ai-pipelines-with-nsight-systems","status":"publish","type":"formation","link":"https:\/\/formation.access-it.fr\/en\/formation\/nvidia-training-course-find-the-bottleneck-optimize-ai-pipelines-with-nsight-systems\/","title":{"rendered":"Nvidia Training Course : Find the Bottleneck &#8211; Optimize AI Pipelines With Nsight Systems"},"content":{"rendered":"<p>The &#8220;Find the Bottleneck: Optimize AI Pipelines With Nsight Systems&#8221; workshop is a self-paced hands-on course designed to teach you how to identify and eliminate performance bottlenecks in AI applications using NVIDIA Nsight Systems. Modern AI pipelines involve complex interactions between CPUs, GPUs, and various accelerators, making performance optimization challenging. This workshop will guide you through using Nsight Systems to profile, analyze, and optimize a real-world AI video processing application.<\/p>\n<div><\/div>\n<div><\/div>\n<div>Through this workshop, you&#8217;ll work with a practical example of a video segmentation pipeline that performs background blurring, commonly used in video conferencing applications. You&#8217;ll learn how to use profiling tools to identify bottlenecks, understand data transfer inefficiencies, and apply optimization techniques to achieve significant performance improvements. The course emphasizes hands-on learning with immediate application of concepts through Jupyter notebooks and interactive profiling sessions.<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The &#8220;Find the Bottleneck: Optimize AI Pipelines With Nsight Systems&#8221; workshop is a self-paced hands-on course designed to teach you how to identify and eliminate performance bottlenecks in AI applications using NVIDIA Nsight Systems. Modern AI pipelines involve complex interactions between CPUs, GPUs, and various accelerators, making performance optimization challenging. This workshop will guide you [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","formation-categorie":[271,273],"formation-format":[],"bon-a-savoir":[266,267,268,269],"class_list":["post-111616","formation","type-formation","status-publish","hentry","formation-categorie-artificial-intelligence-training","formation-categorie-ai-agents-automation","bon-a-savoir-level-test","bon-a-savoir-our-services","bon-a-savoir-practical-exercises","bon-a-savoir-guaranteed-sessions"],"acf":{"objectif_formation":"<div>By participating in this workshop, you will be equipped to:<\/div><div>Profile AI applications using NVIDIA Nsight Systems to identify performance bottlenecks.<\/div><div>Annotate code with NVTX (NVIDIA Tools Extension) for better visualization and analysis.<\/div><div>Analyze and optimize data transfers between host CPU and GPU memory.<\/div><div>Leverage GPU-accelerated libraries to eliminate unnecessary data movement.<\/div><div>Use Nsight Systems plugins and multi-report analysis for advanced performance insights.<\/div><div>Apply optimization strategies to real-world AI pipelines for significant speedups.<\/div><div><\/div><div><\/div><div><\/div><div><\/div>","certification_fomations":"","pre-requis_fomations":"Basic Python programming experience and familiarity with Jupyter notebooks.<div>Understanding of GPU computing concepts (CUDA knowledge helpful but not required).<\/div><div>Familiarity with deep learning frameworks, particularly PyTorch.<\/div><div>Basic understanding of video processing concepts.<\/div>","public_fomations":"IT professionals","duree_fomations":0.5,"tarif":"650","reference_formation":"sm-nfb","cours_associes_formation":[],"formation_inscription_cpf":"","eligible_cpf_formation":false,"good_to_know_items":null,"fiche_pdf_formation":111615,"module_de_formation":[{"titre":"Introduction","descriptif":"Understand the video segmentation pipeline for background blurring.<div>Learn about the components: ffmpeg, OpenCV, and PyTorch.<\/div><div>Review the optimization workflow with Nsight Systems.<\/div>"},{"titre":"First Optimization Iteration","descriptif":"Annotate applications with NVTX for better profiling visibility.<div>Generate baseline profiles using Nsight Systems.<\/div><div>Navigate the Nsight Systems GUI and timeline views.<\/div><div>Identify initial performance bottlenecks.<\/div>"},{"titre":"Optimize Data Transfers","descriptif":"Analyze CPU-GPU data transfer patterns and bottlenecks.<div>Implement GPU-accelerated video decoding\/encoding with PyNvVideoCodec.<\/div><div>Eliminate unnecessary host-device memory copies.<\/div><div>Verify optimizations through profiling.<\/div>"},{"titre":"Nsight Systems Plugins","descriptif":"Explore Nsight Systems plugin architecture.<div>Use built-in collector plugins for extended metrics.<\/div><div>Understand how to create custom data collectors.<\/div>"},{"titre":"Advanced Analysis","descriptif":"Learn about multi-report analysis for parallel applications.<div>Use recipe scripts for statistical analysis across reports.<\/div><div>Identify load balancing issues and communication patterns.<\/div><div>Generate automated performance reports.<\/div>"},{"titre":"Multi-Node Performance","descriptif":"Profile applications in distributed computing environments.<div>Use Nsight Systems with cluster schedulers like Slurm.<\/div><div>Apply data collection strategies for large-scale applications.<\/div><div>Analyze performance across multiple nodes and ranks.<\/div>"}],"code_certifinfo":"","random_session_dates":null},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Nvidia Training Course : Find the Bottleneck - Optimize AI Pipelines With Nsight Systems - Formations Access it<\/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:\/\/formation.access-it.fr\/en\/formation\/nvidia-training-course-find-the-bottleneck-optimize-ai-pipelines-with-nsight-systems\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Nvidia Training Course : Find the Bottleneck - Optimize AI Pipelines With Nsight Systems - Formations Access it\" \/>\n<meta property=\"og:description\" content=\"The &#8220;Find the Bottleneck: Optimize AI Pipelines With Nsight Systems&#8221; workshop is a self-paced hands-on course designed to teach you how to identify and eliminate performance bottlenecks in AI applications using NVIDIA Nsight Systems. 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