Nvidia Training Course : Find the Bottleneck – Optimize AI Pipelines With Nsight Systems
The « Find the Bottleneck: Optimize AI Pipelines With Nsight Systems » 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.
Through this workshop, you’ll work with a practical example of a video segmentation pipeline that performs background blurring, commonly used in video conferencing applications. You’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.
