General-Purpose GPUs (GPGPUs) are graphics processing units that have been optimized by chip manufacturers to handle general computing operations beyond traditional graphics rendering. By supporting high-throughput matrix-vector products, these hardware architectures provided the crucial computational power required to train deep neural networks effectively.