CUDA

CUDA is NVIDIA's parallel computing platform and programming model that allows developers to use GPUs for general-purpose processing beyond just graphics. It enables massive performance gains by executing thousands of threads simultaneously, making it essential for AI training and inference where matrix operations dominate.

AI companies need CUDA expertise to optimize model training and deployment, as GPU acceleration is critical for handling large-scale neural networks efficiently. With NVIDIA's dominance in AI hardware, CUDA skills are essential for extracting maximum performance from their GPUs, directly impacting training costs and inference latency.