Tensor Processing Unit (TPU) is Google's specialized hardware accelerator designed for efficient tensor operations. It outperforms GPUs in speed for specific computational workloads, particularly those involving deep learning and large-scale data processing. TPUs are primarily hosted on Google Cloud Platform and Google Colab for cloud-based computing, while edge TPUs enable on-device inference in field-deployed applications.