[ad_1] Artificial intelligence and machine learning workloads have fueled the evolution of specialized hardware to accelerate computation far beyond what traditional CPUs can offer. Each processing unit—CPU, GPU, NPU, TPU—plays a distinct role in the AI ecosystem, optimized for certain models, applications, or environments. Here’s a technical, data-driven breakdown of their core differences and best…