No. Several weeks is the time it takes to learn and master Docker.

About two hours is the cumulative time one must cater to the Dockerfile for a 3 weeks project.

But it requires institution insisting on reproducibility, and fostering best practices to make it even easier for the researchers to be compliant.

I get it that reproducibility can be quite hard for biology. But ML cannot be taken as an example of a hard problem.