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AI’s

hardware

NVIDIA CUDA

A parallel computing platform and programming model by NVIDIA that allows developers to use GPUs for general-purpose computing. CUDA is the dominant software ecosystem for AI training and inference, giving NVIDIA a strong competitive moat.

In practice

Nearly all deep learning frameworks (PyTorch, TensorFlow) use CUDA under the hood for GPU acceleration.