G(eneral)AI is the holy grail of AI, and is what most people meant before we started calling machine learning "AI." For the moment though, ML is pretty much the best AI we have. It's really just a tool to search for minimums, not actual intelligence though. It doesn't know what it's doing or optimizing for, it just searches.