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Tensor Processing Units (TPUs) are specialized hardware designed specifically for accelerating machine learning tasks. They offer purpose-built architecture, high performance, energy efficiency, and seamless integration with leading AI frameworks. TPUs are primarily used for training large and complex deep learning models, and have been successfully applied in various applications such as language models, chatbots, and recommendation engines.