Wrapping up

What you’ve learned and what’s next

With these tools and samples, you’re ready to explore and experiment with neural graphics on Vulkan. Whether you’re integrating neural super sampling into a full-scale game or learning to build ML pipelines from scratch, the Neural Graphics Development kit provides practical, extensible building blocks for real-time workloads.

In this Learning Path, you’ve:

• Explored the Vulkan Samples to understand data graph pipeline structure
• Reviewed ML integration workflows using the ML SDK for Vulkan and the VGF format
• Debugged and analyzed the workloads using RenderDoc

These components are designed to accelerate your development, provide insight into neural upscaling pipelines, and support experimentation with cutting-edge GPU features.

Explore more:

• Neural Graphics Development Kit landing page - overview of Arm’s tools for neural graphics
• Vulkan Samples - demos for the ML Extensions for Vulkan
• Building for Tomorrow: Try Arm Neural Super-Sampling Today with ML Extensions for Vulkan and Unreal - getting started with the NSS use-case
• How Arm Neural Super Sampling Works - deep dive into the NSS use-case

Happy coding, and welcome to the future of real-time neural graphics!