> Provided that I'm running Linux, and I want to do ML, should I get current-gen AMD Radeon or NVidia GeForce?

If you want maximum flexibility and least time wasted, go with NVIDIA. Most models, Github repos, papers, online questions - are on NVIDIA and the authors probably never bothered with any other architecture.