Is there a summary available for what these inexpensive devices can and cannot do in comparison to a far more expensive GPU card? The context would be in ML/DL

Is there a summary available for what these inexpensive devices can and cannot do in comparison to a far more expensive GPU card? The context would be in ML/DL capabilities, not rendering graphics.