Computational Infrastructure

Modern AI's ascendance would be impossible without the massive computational infrastructure that supports it. Graphics Processing Units (GPUs), originally designed for rendering video games, proved remarkably well-suited for the parallel computations required by neural networks. NVIDIA's dominance in this space helped create the hardware foundation for deep learning. More recently, specialized AI accelerators like Google's TPUs (Tensor Processing Units) have further optimized this computational work.