[D] Tsetlin Machines, anyone heard of it?

Hi, T have very little experience with Logic based Al algorithms, and my understanding is these machines use propositional logic algorithms (which wasn't something I have come across before, even when I was in uni).

My experience is in statistical & neural based
networks and can understand the pros and cons of those networks.

I am just trying to understand what is the advantage and disadvantages of logic based algorithms specifically Tsetlin Machines?
Is this something that I should learn …

algorithms cons experience logic machinelearning machines networks pros something statistical understanding