Alexander Prokopchuk

Sessions

• Workshop: GPU-Powered Real-Time Audio Source Separation

  09:00 - 12:30 UTC | Monday 10th November 2025 | SS Great Britain

  Audio source separation has been a long-standing area of research due to its broad range of real-world applications. This technology allows music producers and sound engineers to repurpose archival recordings, even those captured under suboptimal conditions. In the film industry, it enables the restoration of classic movies—particularly those with mono audio—by enhancing them with modern innovations such as spatial audio. Moreover, it plays a crucial role in assistive technologies, helping individuals with hearing impairments communicate more effectively in noisy environments. Leveraging GPUs to accelerate source separation addresses two key objectives: (1) increasing throughput to process multiple audio files in parallel, […]

• Workshop: GPU-Powered Neural Audio

  High-Performance Inference for Real-Time Sound Processing
  14:00 - 17:00 UTC | Monday 11th November 2024 | Bristol 3
  Intermediate

  Advanced

  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 […]