How to Apply Machine Learning to Automation Systems?

There is two topics that I want to go into a bit more deeper one is you've mentioned simulation so I want to talk about the inter-exchange between. I call it more like forward thinking simulation maybe you recognize that on one hand and on the other hand maybe it's oftentimes the backwards looking machine learning. The second one is more of a hypothesis that I have whenever we you know add include and bat machine learning into automation systems still always are going to have the need more like a rule-based system around it. yeah please share later on the link to that paper and I'll come to that later when we talk about the reinforcement learning as well.