Abstract: Systems and methods of dynamic resource allocation. The system may include a processor and a memory coupled to the processor. The memory stores processor-executable instructions that, when executed, configure the processor to: receive a signal representing a resource allocation request; determine a projected resource availability based on a resource model and a second data set including at least one data record unrepresented in batched historical data sets, the batched historical data sets including data records representing at least one of recurring or non-recurring resource allocations, and wherein the resource model is prior-trained based on the batched historical data sets; and generate an output signal for displaying the projected resource availability corresponding with the resource allocation request.