This is a very early draft of the information I have gathered all over the internet. I am interested and are in the process of checking the highlighted features. However, so far, MLFlow seems to be winning out and its interest are actually on PAR with KubeFlow (given how KubeFlow is much more… general purpose, this seems like a massive surprise).
Interestingly, outside of MLFlow, the other competitiors seems to be really having a PR issue. I had to exclude Spell and Pachyderm because of word commoness. Therefore, I will most likely be exploring MLFlow to hope gain some expertise with it in the upcoming days.