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Discover how to extend continuous profiling capabilities to GPU workloads in this 12-minute conference talk by Matthias Loibl from Polar Signals. Learn about implementing always-on visibility into GPU utilization with millisecond-level precision, moving beyond traditional guesswork approaches to data-driven GPU optimization. Explore the technical implementation of continuous profiling platforms specifically designed for GPU workloads, understanding how to monitor and analyze GPU performance in real-time. Gain insights into identifying bottlenecks, optimizing resource allocation, and improving overall GPU efficiency through comprehensive profiling techniques that provide deep visibility into your GPU infrastructure.
Syllabus
Continuous Profiling for GPUs — Matthias Loibl, Polar Signals
Taught by
AI Engineer