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Are in las vegas this weekend, for the middleweight title clash, between two, of the best fighters on the planet, Gennady Golovkin and canelo alvarez, which is being dubbed the real deal. On the undercard is british two time olympic gold medallist, nicola adams who says its a dream, to make her vegas debut. Im taking itjust as i take every otherfight i have been in. Stay calm, collected and dont let the nerves overwhelm you. Ijust like to have fun when i am in there so i will be taking my time, having fun and just enjoying the moment. Thats all sport for now. Ill have more in the next hour now click this week, the technology helping american schools to prepare for the worst. We are hands on with the new iphone. And Artificial Intelligence meets its greatest challenge in the 1980s. siren sounds radio we have one party down. In the united states, Mass Shootings are something that occur with depressing regularity. Libraries, churches, cinemas, and schools all locations of acts of mass murder. Often perpetrated by one individual, with powerful military style weapons. In the last four years there have been more than 200 Mass Shootings in schools alone in the united states. The Deadliest School shooting ever was in 2012 at sandy hook elementary school, where 20 children and six staff were murdered by a lone gunman. It made headlines across the globe. And so to help prepare for the next time, authorities have turned to technology that is normally used in video games, to help train emergency crews and even teachers to be ready to respond. Just a warning, you might find some of the images in this film distressing. Radio at least oneperson has been shot. Hundreds of people just running around. Lam frightened, and i know that my constituents for the most part are frightened. Radio we have a weapon, he has shot. Unfortunately these active shooting situations, particularly in schools, are not going away any time soon. Youll see in schools, they do more fire alarm drills than they do active shooter drills. Thats changing now in some schools. The most recent School Shooting in the us was just a few days ago, in spokane, in washington state. A High School Student died confronting the shooter. The department of Homeland Security is try to do something about these events. There have been a lot of copycats, that have necessitated First Responders getting more prepared to respond to these kind of attacks. So its created a simulation to help train First Responders to what it calls active shooter attacks. The simulator is called the enhanced dynamic geo social environment, or edge for short. It is a video game that is very similar to popular first person shooters. Using a pc, a team of First Responders can Work Together to resolve an active shooting incident in a hotel. Fire teams put out blazes, paramedics treat the injured and cops deal with the bad guy. Orlando in florida is a hub of serious simulation and training activity. Teams here create advanced simulations, including using animatronics to teach medics how to deal with soldiers injured by ieds. This facility is part of the Army Research labs. They are primarily concerned with Building Research and training the military. It is the birthplace of the edge system which we can see through here. Designed in conjunction with simulation specialists cole engineering, the research lab has used the unreal engine to create its environments. One of the reasons we connected with the department of Homeland Security is that we have a lot of experience in the simulation world. One thing that we have been moving towards is the use of game technology, to provide those capabilities that traditional simulations did in the past. Time to try edge for myself. I can play as a firefighter or medic, but i will choose to play as a cop. To make the training is useful as possible, the active shooter is played by a human being. This produces an unpredictable element that an ai would find difficult to replicate. This feels like an ordinary videogame graphically, and the way it plays. Actual First Responders would play this game, applying their real tactics and procedures to the situation. I can see the bad guy. I will fire at him now. I managed to take him down. While the hotel might feel like playing in a normal video game, the team here has been working on a new environment, one with far more chilling connotations. A school. When there is a School Shooting, it is completely different than when there is other types of soft targets hit. And its very different than a traditional, if you have an active shooter at a mall or a theatre or somewhere like that. And a new Playable Character has been introduced into the school environment. As well as cops, the player can take the role of a teacher. An active Shooter Event in a school, has it been discovered then, that by the time Law Enforcement arrive, the event is over, that the shooter has killed people in the school . Thats correct. Basically the teacher is almost the first line of defence for the students, to stay safe. So i have stormed in and i am a teacher in a classroom. Here are my kids, i can definitely hear gunfire. I have a list of instructions that i can give to the kids, in this instance i think the safest thing to do is tell them to get out of the school completely. This classroom has windows. I have barricaded the door to the classroom, you can see the shooter outside, he is shooting at the barricade, i have evacuated all of my pupils from the classroom. My class has survived, but the experience is an unpleasant one. This is definitely not feeling like i am playing a game. For my final experience with edge, i try the role of the person conducting the training. This means i have to play as the school shooter. We work with specialists in this, and we have also talked to people from sandy hook, we have studied incidents at multiple schools. If anything it seems really quite horrible, shooting innocent, unarmed children. It really is quite an unpleasant experience. I have to admit this was very difficult work for us, most of us have children, and to dig deep and understand what type of stimulus teachers are going to get from an event like this, what are they going to see, what are they going to hear. Im actually hoping that the cops turn up quite soon, to be brutally honest. Can you bring the cops in . Yeah. What has been the reaction from the world at large to the notion that an Army Research lab is building Simulation Software to assist Law Enforcement to deal with School Shootings . Honestly, it is mixed. We have some people who are very concerned that if we have a scenario like this, it allows people to train to attack the school. The truth is, thats impossible. The scenario is completely controlled, so that only the people who administer the game can invite people into the scenario. Homeland security is securely making the system available to First Responders, and soon teachers, for free. While orlando is home to the arl, it also knows the carnage that can be wrought by a lone gunmen. This is pulse, it was a gay nightclub. Last year it was the site of americas deadliest shooting. Omar mateen, a lone gunman, armed with a pistol and an assault style rifle killed 49 people here. In the wake of the pulse shooting, Florida State senator Linda Stewart tried to introduce a bill limiting the sale of new assault style weapons and large capacity magazines. The bill did not pass. Homeland security has commissioned this Simulation Software, which is to train First Responders and Law Enforcement, in how to deal with active shooter situations. What do you think about that bit of software . I think its absolutely necessary. I think that the more hands on, or the more information that people who are having to respond have, the better they will be able to respond in real time. In the meantime Homeland Security is hoping to create more environments for edge, eventually building a generic anytown usa for virtual training. I dont think we can necessarily stop these events, but hopefully we can reduce the number or the severity of these attacks. Hello, and welcome to the week in tech. This was the week that apple launched a new phone or two more later in the show. The two year legal battle over the ownership of a monkeys selfie finally ended. Long story short, it is not the monkeys photo. The Us Department of Homeland Security has ordered all departments to stop using software from kaspersky labs, after potential ties to russian intelligence services. The companys founder has denied any connections, and says they co operate with authorities around the world. A 3d printed structure has been shown that can fold itself up without the aid of heat or water. The team behind the structures believe it can be used to create printable robots. And speaking of robots, six months after its debut in a single california restaurant, flippy the ai burger flipper has apparently done so well he will be rolled out to over 50 other fast food locations in the states. Flippy uses cameras and sensors to see the world around it, and apparently cooks the perfect burger every time. And of all the jobs we thought robots would take, classical conductor was pretty low down the list. However that is exactly what happened when this robot conducted Andrea Bocelli and this orchestra. The robot can only replicate the movement of a maestro, and cannot respond to spontaneous tone or tempo change in music. Its unbelievable that it was only just over ten years ago that stevejobs said this. An ipod, a phone. And we are calling it iphone. applause . The iphone did something no smartphone had done before. It really brought the internet into our pockets with its high quality, big touchscreen, a good browser and that great idea of pinch and zoom. It kickstarted a new generation of smartphones. It defines the look that every other smartphone still adheres to, and in the process it made apple the most valuable company in the world. So when a new iphone arrives, the world pays attention. We did, too. David lee was there. Say hello to apple park, or the spaceship, several call it. Eventually, 12,000 people will work on this 175 acre site. It was designed by british architect Norman Foster and cost a reported 5 billion, which makes it the most expensive building in america. Their headquarters is in many respects the last great project from steve jobs. This was his final appearance in public before he died. One last launch not for a device, but for a building. So its curved all the way around. You know, if you build things, this is not the cheapest way. There is not a straight piece of glass in this building. Six years later i am among those piling into the steve jobs theatre, a purpose built venue for the kind of product launches that he made his trademark. You wonder what he would have made of the latest iphone. New facial Recognition Software means you can unlock the device just by looking at it, a system that replaces the fingerprint sensor in previous iphones. After a bit of a mishap, apples Craig Federighi got it working. And this might be the most ridiculous or fun use of Sophisticated Technology ever. Its a happy puppy. Check out the physics of the ears. Animated emojis track my facial expressions to power the emoji with different expressions. This makes me laugh. I can do these big and heavy smiles, it smiles, and it might i can do these big and heavy smiles, it smiles, and if i raise my eyebrows and puff my cheeks, it does that. At 999 or £999, the iphone x does not come cheap, which is why apple is also bringing out an iphone 8 and 8 plus, a more incremental upgrade on last years models. And for the first time for an apple smartphone, it can be charged wirelessly something samsung, it has to be said, has offered since 2015. The iphone 8 pluss camera offers a way to artificially change the lighting on a picture which it does by using the two lenses on the back to digitally simulate different lighting conditions. And the apple watch has been given a significant upgrade. It now has its own Cellular Connection built in, which means you dont need to take your phone with you in order for the watch to work. Its sales of the iphone which have made apple the huge, huge company it is today, and the new h0 is a permanent reminder of the companys enormous power. Will the iphone x continue the success into another decade . Apple seems confident but then again, they might be talking with a emoji. If you wonder what humanity would do if given access to the most advanced facial tracking technology available, you now have your answer. This coding school in paris has no teachers, no syllabus, no hours and no fees. So what does it have . Ecole 42 was created and funded by a french billionaire and entrepreneur xavier niel. He felt the french Education System could do better, so he created this this place for 18 30 year olds to study coding, by effectively teaching themselves. This was a concept he already launched in san francisco. It was a mix of several methods, what was done and implemented in the finnish educational system. It was very much searched and researched and it is a model that has been tested and implemented here. Landing a place on the course is the first challenge. 50,000 applicants get whittled down to 3,000 for what they call la piscine stage which doesnt involve swimming, but a metaphorical trial over whether they will sink orswim. Only 8 900 will make the grade. On the first day, we dont tell them anything or give them anything. They have to figure out what to do, they have to go find a room, how to work. Those taking part dont even know what they need to do to impress but they are aware that its their peers assessing them. There is no lectures, no essays. You dont quite know the information so it takes a lot of trial and error, but it forces you to speak to your peers, so there is a lot of exercises and working with your colleagues. It is really a 2 way thing. Its notjust me asking them to help, its learning through all of my questions. Ive seen some people who come here just for fun, and fun is not why we are here, we are here to work and improve. It seems to be a friendly place. Far more sociable than i expected. One of the main aims here is an educational meritocracy giving everyone, no matter their background and achievements to date, equal opportunity, and for that reason, a place to sleep is available. Whilst undertaking the course trials, some may just use it for a nap in the day but others could be staying there throughout the four weeks. A lot of the work happens between 2am and 3am in the morning and the place is quite busy. For me, because i dont have a salary, it is good to stay in here. But for those who make it onto the full course, 80 gain employment while still studying with 100 getting jobs by the end. I think the really special thing about the school is the ecosystem where everybody who comes here is super ambitious and super motivated, and being surrounded by people who have that kind of mindset really pushes you to perform better in life. Its amazing what you can achieve when you teach yourself. And thats also true when its a computer doing the learning. Artificial intelligence has been making Great Strides recently and some of it has involved something that would have been frowned on here. Video games. But the truth is, games can actually be very educational. For us, but also for machines, because they are being used to train Artificial Intelligences to solve problems. Their simplified environments are ideal. They have small sets of rules and commands, the scoring makes it easy to judge how well the ai has done and problems can be played out over and over again. Different types of games can train an ai in different ways. For example, this is go, a boardgame with simple rules, but it has so many possible moves, that even a computer cannot number crunch its way to victory. So Googles Alphago developed its own playing style in order to beat the human world champion. But a Platform Game teaches a machine more about the physical world, about timing, how to move, how to prioritise different tasks. There is one Platform Game which strikes fear into the heart of many 80s gamers. And it is one that a group of students in california have decided to take on their own home grown on with their own home grown Artificial Intelligence. We went to meet them. Walk around, find a coloured door, walk around, find the key, die, repeat. This is essentially what you do when you play montezumas revenge, and it can be very frustrating. Back to the beginning please, no. Montezumas revenge is considered the hardest original atari game, in part because there are so many obstacles to avoid and so much you need to do before you get any high score. These three computing students from Stanford University were looking for a College Project for their natural language processing course. When they heard googles deep mind project was trying to beat atari games using the ai system. Games using their ai system. Intrigued, they tracked down a scoresheet from 2015. The graph is impressive, you have games like breakout or pong where this agent is beating humans by a factor of 1000, but there is a game at the bottom where the bar says 0 and we were curious about that, why is it doing so badly . 0 means the ai got a score of zero no matter how much they trained and that game is montezumas revenge. It is a really hard game. But as enthusiastic students often do, they wanted a challenge. Googles deep mind scoring zero meant nothing. Lets create a system that can beat the game from our dorm rooms, they said, so they did, building an agent which would follow simple human instructions in order to play the game. We can describe in english exactly what instructions we would give you. We can pretend you are the ai. Lets pretend i am the ai. The first thing we say is, dont die. That is brutal. Which in all honesty, it is something it takes the agent a while to discover. Did you actually say, dont die . Yes, and it made things better. So they trained the ai to follow human instructions, dont die, go left, jump across, for example. Then they gave it a reward. The same way you might incentivise me to fold my laundry by telling me i would get 10 for doing it, we give the agent 10 in its own currency for solving the task we ask you to do. As is so often the case with al, it started to do its own thing. We thought we were being clever by telling it to go down the ladder to start the game because that is the path to the key, and that is what you need to win. The agent wants to follow the instruction but it also wants the key because the game gives it a bonus. And it learnt it can go down the ladder a little bit and then ignore our instructions and jump to the rope. We thought our algorithm was broken. It points to one of my fears with Artificial Intelligence more generally. Sometimes when we describe what we want, an agent can interpret it differently. And that can have devastating consequences if the actions are more serious than steps in a videogame. What is exciting about this ai system is how the students envisage it being used out of the game world and in real world. World and in the real world. Whoever said playing games in university is a waste of time should really take a look at what these students are achieving. That is it this week. Dont forget, we live on twitter on bbcclick and on facebook too. Thanks for watching, we will see you soon. A bitterly disappointing start to the weekend. Cool and shadowy. Conditions will improve over the weekend. We will have High Pressure building. Sunday is looking a better day of the two, more sunshine and light winds. Tonight will be quite a chilly one. Some sunshine to start the day, mist and fog clearing away, and some sharpness, rainbows already featuring in weather watch, that will be the order of play throughout the day as showers get going pretty much across the whole country. Thicker cloud affecting scotland and Northern Ireland coming towards wales and the south west of england with rain across the south west being heavy. Conditioning sprouting up being heavy. Conditioning sprouting upfor being heavy. Conditioning sprouting up for conditions brightening up a northern scotland. We will see a good bulk of sunshine for scotland throughout the afternoon. For england, sunshine and showers, the odd heavy one. In the sunshine, not bad, in the showers quite cool. The prolonged showers will be across the south west of england and wales. Top temperatures, 15, maybe 16 celsius, it really will be quite cool. Showers and rain continue on to this evening. You never really does clear away completely from the south west. But elsewhere, clearing skies, light winds, a recipe for a cold night. Towns and cities in single figures. In the countryside, a touch of ground frost, mist and fog as well. Sunday will start on a cold night. Mist and fog clearing away. Showers eventually clearing from the south coast. Through the day, the odd shower bubbling up, but essentially a dry day, a brighter day, more sunshine around, light winds as well, so it should feel warmer and a much better looking day across parts of scotla nd much better looking day across parts of scotland and Northern Ireland. Low pressure continues to ebb away from the uk. We see High Pressure dominating the scene as we head into the start of next week. We will still have influence of low pressure across eastern areas with more victories. Most showers will be across the east side of the country. The further west you are, the better chance of staying dry and seeing the sunshine. Temperatures around the high teens. Tuesday, a similar picture, thanks to low pressure and light winds. The winds coming up from the south west, the feeling that little bit warmer as well. So feeling. Hello, good afternoon. An 18 year old man has been arrested in connection with the explosion on a crowded train in south west london. He was detained in dover in kent. His arrest is being described by the police as significant. Investigators are linking yesterdays explosion to islamist extremism. 30 people were injured when the home made bomb ignited at Parsons Green station. The Terror Threat level remains at critical its highest. Our Home Affairs Correspondent Daniel Sandford reports

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