AI Service with GPU NVIDIA® Driver+CUDA® based on Debian 12

AI Service with GPU NVIDIA® Driver+CUDA® based on Debian 12 Acceleration

Deploy a GPU-accelerated AI environment on Debian 12 — optimized for inference speed, stability, and cloud performance.

This image provides a fully prepared AI Service stack powered by Debian 12 “Bookworm”. With integrated NVIDIA® drivers and CUDA® toolkit, it enables high-performance AI model execution, vector processing tasks, and GPU-accelerated applications immediately after deployment.

Designed for developers, data scientists, and cloud engineers, this solution ensures fast setup, reproducible environments, and optimal GPU utilization. Debian 12 provides long-term stability, predictable updates, and reliable performance for production AI workloads.

This image is suitable for building chat-based assistants, embedding generation services, and local or cloud-based inference endpoints. It eliminates the need to manually configure GPU drivers, CUDA®, and AI runtime dependencies.

Compared to CPU-only AI environments, the GPU-enabled AI Service delivers significantly faster inference performance by utilizing NVIDIA GPU acceleration, while CPU-only solutions are limited to slower software-based processing.

The GPU-enabled AI Service includes support for CUDA®, cuDNN, and GPU-ready machine learning runtimes, whereas CPU-only AI services typically provide only basic machine learning libraries without hardware acceleration.

Deployment is faster with the GPU AI Service because all required components are preconfigured and ready for immediate use. In contrast, CPU-only AI environments usually require manual installation and configuration of dependencies.

For scalability, the GPU-enabled AI Service is optimized to handle high-load inference scenarios efficiently, while CPU-only AI services are less effective under heavy workloads.

AI Service with GPU NVIDIA® Driver + CUDA® on Debian 12 is well suited for model inference, embedding workloads, research environments, and scalable AI deployments.

Related Products

• Art Group Virtual Machines on Azure Marketplace
• Visit Art Group Official Website

Why Choose Art Group AI Solutions?

Our AI environments are cloud-ready, GPU-optimized, and engineered for high-performance inference. They are built for developers and maintained for professional production use.

Disclaimer: This offering leverages open-source and proprietary components and complies with Azure Hybrid Benefit requirements. All trademarks are the property of their respective owners. Debian is a registered trademark of Software in the Public Interest, Inc. NVIDIA and CUDA are registered trademarks of NVIDIA Corporation. This product is offered by Art Group, which is not affiliated with, endorsed by, or sponsored by Software in the Public Interest, Inc. or NVIDIA Corporation. Art Group does not provide commercial licenses; many components operate under free or open-source terms.