Silicon Showdown: Choosing Between GPU and TPU for AI Workloads

While NVIDIA GPUs remain the standard due to their accessibility and the robust CUDA ecosystem, Google's custom-built TPUs offer superior performance-per-watt for large-scale neural network training. Choosing the right hardware is no longer just about raw power, but about optimizing architectural efficiency and cost for specific ML models.