Abstract: Methods, systems, and devices of using prediction-guided resource allocation technologies for software applications are disclosed, comprising generating a plurality of program features that impact execution time of a plurality of program tasks; predicting execution time of the plurality of program tasks on one or more computing cores using the plurality of program features, wherein each of the plurality of program features is mapped to an execution time estimate on a selected computing core; and controlling resources for the one or more computing cores based on a predicted execution time of the plurality of program tasks.