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With the surge of data and the need for instantaneous insights, traditional centralized AI architectures are facing obstacles. Edge AI emerges as a transformative paradigm, shifting intelligence to the very fringes of our wired world. This novel concept empowers devices at the edge to interpret data locally, reducing latency and unlocking a new rea