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Talk about their book the ethical algorithm. I think a day does not go by in the news or otherwise or in our own work when the subject of algorithmic fairness or privacy is not frontpage news. Today were going to speak to the two leading lights in that area and theyre going to help us understand whatthe stateoftheart is now and what the stateoftheart will be going forward. With that, i think we will welcome Michael Kearns first to the stage. Michael kearns andaaron roth, welcome to the stage. [applause] good morning, thanks to everyone for coming. My name is Michael Kearns and with my close fr...

Welcome. Welcome to the Keystone Strategy transformative ideas lectureseries. Were lucky today to be hosted with cspan2. A couple housekeeping notes. When we get to q a there are microphones so raise your hand and the microphone will come to you and then the questions will be captured. So today we are extremely lucky to have Michael Behrens and erin ross, both from the university of pennsylvania here to talk about their book the ethical algorithm. I think a day does not go by in the news or otherwise or in our own work when the subject of algorithmic fairness or privacy is not frontpage news. ...

About must not happen the news that mr sarin would be pulling out of the race prompted polling across the state of bavaria which showed that almost every other person would have an issue to some degree with the mayor of their city or community being of the islamic faith with over a quarter saying they would definitely have an issue when the polling data was broken down to voter preference on surprisingly supporters of the anti immigration a. F. D. Overwhelmingly were against the muslim air but just a touch and a half of c. S. U. Voters held the same view the Party Faithful putting out a very d...

Talking therapy services. Coming up on afternoon live, all the sport withjohn watson. Thank you, everton manager at marco silva is facing the sack this afternoon after another defeat, this time in the Merseyside Derby to liverpool. Thanksjohn, and ben rich has all the weather. As the saying goes, red sky in the morning, shepherds warning, we had some beautiful red sun rises this morning but the warning is for a lot of rain in places. It is turning milder but i will have full details just before half past. Thanks, ben. Also coming up. The christmas advert getting tens of thousands of views, and...

Check, more than 66 those acres burned, equivalent to 100 swear miles. Firefighters have just 5 contained right now and today they are hoping to make progress. As the wind calms down the smoky air is settling. Here is a live look outside. Mitch of the bad air youre seeing and smells is coming from a large fire burning on griz by island. Looking at the east bay from San Francisco, this shows the skies getting more and more hazy as the hours go by. The air, so bad there, the Unified School District is letting students go home early. Here you can see the dark skies over the city. Meteorologist ma...