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foreign itamp;#39;s 11 30. please welcome to the stage everybody Rachel on a Jamal who are going to walk us through pii detection at scale on the lake house take it away [Applause] so good morning everyone uh suckers for punishment huh keynote speech and now you want to learn about pii so uh so personal information how can AI change governance I guess thatamp;#39;s the big question that weamp;#39;re thinking about I donamp;#39;t know where some of you are from put your hands up if youamp;#39;re from an industry thatamp;#39;s regulated no wonder youamp;#39;re here even even and uh and even industries that are not regulated today you know you have got a lot of privacy policies which are coming out and impacting us all so um this is Iamp;#39;m going through a second data transformation at the moment and um the first one I did a lot of processes and I observed a lot of waste in the organization so I want to talk a little bit about what the problem is that weamp;#39;re tryi