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im a senior data scientist at diagnostic robotics and today im going to talk about artificial intelligence solutions in healthcare and especially how we use nlp aspects in medical records and how we model nfp in our data sets so a little brief uh about our company and diagnostic robotics was founded three years ago by a jana than amir dr with the goal to build a artificial intelligence solutions and to make healthcare more effective and efficient and we use different types of data sets we use emergency room data we have tens of millions of visits in the emergency room we have hmo data ten of millions of visits and we have claims data of insurance company with all the transactions of the patient timeline and with all the codes of diagnosis procedures and medications and so the company first uh was founded and was founded in order to solve the problem of the emergency department and where we can see freeman problems and in the emergency rooms in the world and one of the problem is over