It all boil downs to that step 0, makes sure you have that "docker compatible" device. People are successfully running GPU processes using docker. However, docker is not "run everything, everywhere" as some people may think it is.

Really understanding the idea of containerization is fundamental. If someone tries to dabble in GPU processing in their first or second week of learning docker, they will be surprised how difficult troubleshooting docker is.