many years because i'm afraid we americans have a bit of a tin ear for irony it calls its program skynet. in which it is going to seek to try and find targets for attack when we talk about ai and warfare the other thing i want to be clear about is this isn't about the terminator right this isn't about killer robots what i want to talk too about is humans and targeting and the way that human intelligence analysts relate to information that comes out of semi-automated processes basically from people's cell phone metadata and we try to determine their so-called pattern a life where they're going to they know. who they talk to here's the problem i think that the united states has the n.s.a. learned to collect it all well before they were able to understand it all faster is faster absolutely machine learning and artificial intelligence would permit the defense department to accelerate the process of target selection faster and always better. i want to make sure that people understand actually drones have not caused a huge number of civilian casualties for years the drone wars were an open sec

many years because i'm afraid we americans have a bit of a tin ear for irony it calls its program skynet. in which it is going to seek to try and find targets for attack when we talk about ai and warfare the other thing i want to be clear about is this isn't about the terminator right this isn't about killer robots what i want to talk too about is humans and targeting and the way that human intelligence analysts relate to information that comes out of semi-automated processes basically from people's cell phone metadata and we try to determine their so-called pattern a life where they're going to they know. who they talk to here's the problem i think that the united states has the n.s.a. learned to collect it all well before they were able to understand it all faster is faster absolutely machine learning an artificial intelligence would permit the defense department to accelerate the process of target selection faster and always better. i want to make sure that people understand actually drones have not caused a huge number of civilian casualties for years the drone wars were an open secr

so we don't we can't know because of the nature of the beast right exactly what sky and whether skynet was ever used but it seems likely to me that given what we've said about signature strikes that some kind of algorithmic targeting process is being used to isolate targets in places like yemen and pakistan using partly signals intelligence to be clear we have no evidence that that model was ever used in practice i would be shocked if it isn't being used machine learning is pretty good at finding elements from a huge pool of non elements when president obama took over the so-called war on terror he favored drones because they meant fewer boots on the ground and as the drone wars expanded the method of selecting targets changed metadata was now a key source of intelligence but there was far too much of it for human analysts to process the machine learning would be used to identify targets and sift the good guys from the bad at least that was the idea machine learning is good at this problem called binary classification so is someone part of a terrorist network are they not part of a ter

many years because i'm afraid we americans have a bit of a tin ear for irony it calls its program skynet. in which it is going to seek to try and find targets for attack when we talk about ai and warfare the other thing i want to be clear about is this isn't about the terminator right this isn't about killer robots what i want to talk to about is humans and targeting and the way that human intelligence analysts relate to information that comes out of semi-automated processes basically from people's cell phone metadata and we try to determine their so-called pattern a life where they're going to they know. who they talk to here's the problem i think that the united states has the n.s.a. learned to collect it all well before they were able to understand it all faster is faster absolutely machine learning an artificial intelligence would permit the defense department to accelerate the process of target selection faster and always better. i want to make sure that people understand actually drones have not caused a huge number of civilian casualties for years the drone wars were an open secre

so we don't we can't know because of the nature of the beast right exactly what sky and whether skynet was ever used but it seems likely to me that given what we've said about signature strikes that some kind of algorithmic targeting process is being used to isolate targets in places like yemen and pakistan using partly signals intelligence to be clear we have no evidence that that model was ever used in practice i would be shocked if it isn't being used machine learning is pretty good at finding elements from a huge pool of non elements when president obama took over the so-called war on terror he favored drones because they meant fewer boots on the ground and as the drone wars expanded the method of selecting targets changed metadata was now a key source of intelligence but there was far too much of it for human analysts to process the machine learning would be used to identify targets and sift the good guys from the bad at least that was the idea machine learning is good at this problem called binary classification so is someone part of a terrorist network are they not part of a ter

you're in the room with anybody else, sometimes you get back to things that you know president trump skynet on. >> sure he's going to need those reps. those back-and-forth point or dealing with people in town hall, dealing with educated voters in iowa and hampshire. he hasn't sat for and if you, frankly, since really the beginning. he did "the view," early on, but he hasn't done a lot of tv. a lot of other interviews. the big test is going to be in a couple of weeks when he sits -- or stands -- for the first debate. being on that debate stage. the question is, is he going to hold the ball through those debates and be defensive throughout? >> harris: all right, so his polling numbers are starting to come down a little bit. bernie sanders is losing some, too, for different reasons. why do you think that is at joe biden? if you pull yourself out of the range of being able to make a mistake, which is when you use words like "biden's flight to safety --" i write down what you say because i think it's catchy. >> [laughs] >> harris: doesn't really work? it's not helping him in the numbers. >> i th

many years because i'm afraid we americans have a bit of a tin ear for irony it calls its program skynet. in which it is going to seek to try and find targets for attack when we talk about ai and warfare the other thing i want to be clear about is this isn't about the terminator right this isn't about killer robots what i want to talk to about is humans and targeting and the way that human intelligence analysts relate to information that comes out of semi-automated processes basically from people's cell phone metadata and we try to determine their so-called pattern of life where they're going to they know. who they talk to here's the problem i think that the united states has the n.s.a. learned to collect it all well before they were able to understand it all faster was faster absolutely machine learning an artificial intelligence would permit the defense department to accelerate the process of target selection faster and always better. i want to make sure that people understand actually drones have not caused a huge number of civilian casualties for years the drone wars were an open sec