The source, an excerpt from a YouTube video, highlights the crucial role GPUs play in modern data centers. It contrasts the traditional CPU's focus on handling a few complex tasks with the GPU's ability to perform numerous simpler tasks simultaneously through parallel processing. This makes GPUs ideal for handling the massive datasets and complex workloads of data centers, particularly those involved in AI training, data analysis, and simulations.