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Hardware is equally important to algorithmic architecture in establishing productive, efficient and scalable AI. GPUs, initially made for graphics rendering, have grown to be essential for processing large information sets. Tensor processing models and neural processing models, made specifically for deep learning, have sped up the teaching of elabo