AI, machine learning, and big data are driving the shift from general-purpose to accelerated computing in data centers. These centers, which use GPUs, FPGAs, and ASICs for quicker, more efficient processing, are poised to invest billions of dollars, with worldwide capex expected to reach $400 billion by 2027. This change promises improved performance, scalability, and significant cost reductions.