Explore GPU-accelerated machine learning beyond CUDA using Vulkan Kompute for cross-vendor graphics cards in this conference talk. Delve into parallel processing options and the advantages of Vulkan over traditional C++ SDKs. Learn about Kompute, a general-purpose Vulkan compute framework, and its components. Follow along with a practical machine learning example, including setup, shader logic, tensor creation, and parameter learning. Gain insights into implementing linear regression using Kompute and understand the high-level roadmap for GPU-accelerated machine learning across various hardware vendors like AMD, Qualcomm, and NVIDIA.