A personal project that one improves constantly

"A perpetual work in progress" might be appropriate, implying that the work is never done and that the process is more important than the ultimate outcome.


Practice project.

This is something that you can mess up on as you're learning. It's not intended for public consumption.

(But "pet project" might actually be better.)