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Explore profiling techniques for developing high-performance, real-time neural audio plugins in this 22-minute conference talk from ADCx India 2025. Learn essential profiling methods including time profilers, system tracers, and performance counters while understanding the key differences between sampling and instrumentation approaches. Follow along with practical demonstrations using Xcode's Instruments to identify performance bottlenecks and guide optimization strategies in neural audio plugin development. Discover how profiling serves as an indispensable tool for creating efficient real-time audio processing systems, with insights into current neural network inference engines used in audio plugins. Gain valuable knowledge from a PhD researcher specializing in real-time neural audio processing, covering both theoretical concepts and hands-on profiling techniques essential for audio developers working with neural networks and real-time audio systems.
Syllabus
Profiling Neural Audio Plugins - Dharanipathi Rathna Kumar - ADCx India 2025
Taught by
ADC - Audio Developer Conference