Question

Review a journal paper or conference paper published in reputed conference or international journal and discuss at least two areas where the GPU is used while mentioning the benefits compared to CPU in terms of speed and performance and any other criteria. You should write your reflection also.

Answer 1

A CPU cooperates with a GPU to expand the throughput of data and the quantity of simultaneous calculations inside an application. GPUs (graphics processing unit) were initially intended to create images for computer graphics and computer game consoles, however since the mid 2010's, GPUs can likewise be utilized to quicken calculations including huge measures of data.

GPUs can perform parallel operations on multiple sets of data; they are likewise regularly utilized for non-graphical errands, for example, machine learning and scientific computation. Designed with a large number of processor corers running all the while, GPUs empower gigantic parallelism where each core is centered on making effective computations.

While GPUs can process data a few significant degrees quicker than a CPU (central processing unit) because of gigantic parallelism, but GPUs are not as flexible as CPUs.

There may be 24 to 48 exceptionally quick CPU cores. Adding 4 to 8 GPUs to this equivalent server can give upwards of 40,000 extra cores.

GPUs are most appropriate for repetitive and highly-parallel tasks, GPU is useful for video rendering, GPUs excel in machine learning, financial simulations and risk modeling and numerous different kinds of logical calculations.