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Given these cameras are operating in busy urban environments, they are often triggered over 100,000 times a day. the captured footage could just show a passing car or pedestrian, so why aren't the council getting thousands of alerts a day? how is the camera able to spot a legitimate fly—tipping event amidst all that noise? well, the magic isn't actually happening in the camera itself, but rather behind—the—scenes, in the cloud. there is an ai, machine learning element to the process. how does that work and what are the cameras looking for? detection of people is reasonably straightforwar...

Amidst all that noise? well, the magic isn't actually happening in the camera itself, but rather, behind the scenes in the cloud. there's an aland machine learning element to this process. how does that work and what are the cameras doing and what are they looking for? detection of people and that sort of thing is reasonably straightforward, and the cameras will do that themselves. what is the tricky bit is — what is rubbish? it's quite an objective thing, isn't it? yeah. rubbish in one environment is not rubbish in another environment. the cameras are installed, they collect a log of data o...

Someone dumping something? yes, 100%. oh, there i am! oh, look at that — bang to rights! and it's very clear, crystal clear. so, actually, we can see the person, we actually can see what the items are on that trolley. is that important sometimes to actually be able to identify what it is that they're dumping as well? very important, because our crew really we want to know what they're going for. if it's got asbestos—related, if it's got anything that is also a health and safety concern. given these cameras are operating in busy urban environments, they're often triggered over 100,000 times...

Between ethan and heather and kate's disappearance without police help. >> sort of remained stealthy as much as possible. >> time to keep a careful, quiet eye on ethan mack and heather kamp. so gene frazier persuaded his church friend, ethan's landlord, to allow surveillance specialist bobby minter to tuck a hidden camera into the corner of the kitchen window. a camera trained right at ethan's front door. >> it was a motion detected just like the light that they've got over the door is. when they drove in, it would light up, and it would light up for our camera. >> the whole camera itself, kei...

Kate's disappearance without police help. >> sort of remained stealthy as much as possible. >> time to keep a careful, quiet eye on ethan mack and heather kamp. so gene frazier persuaded his church friend, ethan's landlord, to allow surveillance specialist bobby minter to tuck a hidden camera into the corner of the kitchen window. a camera trained right at ethan's front door. >> it was a motion detected just like the light that they've got over the door is. when they drove in, it would light up, and it would light up for our camera. >> the whole camera itself, keith, was about the size of this...