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today iamp;#39;m going to show you a quick demo of integrated ml what is integrated ml well it is a new feature of inner systems irs and it enables sql developers and analysts to quickly easily build and use machine learning models all in sql so letamp;#39;s uh take a look uh what we have here is a sql editor my favorite beaver and weamp;#39;re connected to inner systems iris instance using jdbc so weamp;#39;re going to look at this diabetes 10k data set as you can see um well first off as you can see weamp;#39;ve got 10 000 rows but then we can browse a little bit of the data and you can see on the left at all the columns that we have here itamp;#39;s information about patients and their visits to the hospital as well as the medications theyamp;#39;re taking and the objective is to learn to predict one particular column readmitted and this is a an indication that a patient got treated but came back got readmitted to a hospital which wastes money and resources which is a very cr