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NVIDIA's deep learning platform is called the NVIDIA CUDA Deep Neural Network library (cuDNN). It is a GPU-accelerated library that provides highly optimized primitives for deep learning frameworks, enabling developers to harness the power of NVIDIA GPUs for training and deploying neural networks.