How do GPUs and CPUs compare in AI applications?

How do GPUs and CPUs compare in AI applications?

GPUs are generally better for parallel processing tasks in AI, while CPUs excel in sequential processing.

What specific tasks are better suited for GPUs?

GPUs are ideal for training deep learning models, image processing, and large-scale data analysis.

Are there any scenarios where a CPU would be preferred?

Yes, CPUs are preferred for tasks requiring high single-thread performance, like data preprocessing and certain algorithms.

How do I choose between a GPU and a CPU for my AI project?

Consider the nature of your tasks: if they require heavy parallel processing, go for a GPU; otherwise, a CPU might suffice.