You must have an NVIDIA GPU (Pascal architecture or newer is generally recommended).

Researchers use CUDA to simulate weather patterns, molecular dynamics for drug discovery, and astrophysical phenomena. Tasks that used to take months on a CPU cluster can now be completed in days on a single GPU workstation. Creative Production

The CUDA Toolkit isn't just a piece of software; it's the bridge between raw hardware power and the most ambitious software projects on earth. As we move further into the era of generative AI and digital twins, understanding CUDA is becoming one of the most valuable skills in the tech industry.

The essential software layer that communicates between your operating system and the GPU hardware. Why CUDA Dominates the Industry