I think around two thousand 17 was certainly when the promise of machine learning for health care really started to gain public awareness. I kind of just spent some time teaching myself how these aleas things work, took some courses, became a machine learning engineer and medical device company. You know, i can hardly go from from model to model inproduction, to system to business value. And that's kind of been my journey in terms of this industry to day.