Speed is like a motorcycle. Very fast, but only carries one person at a time.
Throughput is like a train, slow, but carries hundreds of passengers in a single trip
Depending on what kind of task you are trying to accomplish, you may want to use a high speed device such as CPU, or a high throughput device such as an accelerator.