Methods, apparatus, systems and articles of manufacture are disclosed to improve computing resource utilization. An example apparatus includes an application specific sensor (AS) to monitor a workload of a platform, the workload executing on at least one general purpose central processing unit (CPU) of the platform, and a dynamic deployment module (DDM) to: in response to a workload performance threshold being satisfied, identify a bit stream capable of configuring a field programmable gate array (FPGA) to execute the workload, and configure the FPGA via the bit stream to execute at least a portion of the workload.