Unit testing as non developer

How possible is it for a non-dev, Qa person, to on board themselves to learn how to unit test production code?

SI have an understanding of how code is written and understand basic logic but what do you consider the learning curve would be for me if I wanted to learn how to write unit tests for my team? Not overnight obviously, but over time? Is it even feasible?