https://audio.dev/ -- @audiodevcon​
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Workshop: GPU-Powered Neural Audio - High-Performance Inference for Real-Time Sound Processing - Alexander Talashov & Alexander Prokopchuk - ADC 2024
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Join our GPU AUDIO workshop where you'll dive into the exciting world of neural networks applied to real-time audio processing.
In this hands-on workshop, you’ll work with Neural Amp Modeler, an open-source project that uses deep learning techniques to replicate guitar amplifiers and pedals with state-of-the-art accuracy. You will learn how to port and scale the Neural Amp Modeler plugin to the GPU using GPU AUDIO technology stack.
With a focus on low-latency, parallel execution, and flexibility, you'll combine different neural building blocks to create high-performance audio models. Whether you're a neural network enthusiast or a DSP pro, this session will showcase how easily scalable models can be built with our specialized GPU neural building blocks.
Throughout the workshop, you'll work within a Jupyter environment, building and testing various versions of the Neural Amp Modeler.
After the session, you’ll gain access to the workshop’s codebase and environment, allowing you to set it up on your own machine and continue experimenting with real-time, low-latency audio processing.
Whether you're working with NVIDIA, AMD, or Mac (M-Silicon) platforms, this session serves as an exclusive sneak peek into our broader release of GPU-powered neural building blocks, unlocking the potential for real-time, scalable, low-latency audio processing like never before.
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Slides: https://data.audio.dev/talks/2024/gpu-powered-neural-audio-workshop/slides.pdf
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Alexander Talashov
Alexander Prokopchuk
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ADC is an annual event celebrating all audio development technologies, from music applications and game audio to audio processing and embedded systems. ADC’s mission is to help attendees acquire and develop new audio development skills, and build a network that will support their audio developer career.
Annual ADC Conference - https://audio.dev/
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Streamed & Edited by Digital Medium Ltd: https://online.digital-medium.co.uk
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Organized and produced by JUCE: https://juce.com/
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Special thanks to the ADC24 Team:
Sophie Carus
Derek Heimlich
Andrew Kirk
Bobby Lombardi
Tom Poole
Ralph Richbourg
Jim Roper
Jonathan Roper
Prashant Mishra
#adc #audiodev #dsp #audio #gpu #audioprocessing #audioproduction #audioprogramming #neuralampmodeler #neuralnetworks #musictech #soundtech #audiotech #audiotechnology