Than all of us in nearly every respect Artificial Intelligence is always better at playing chess at finding human is and will soon be better driving cars and many other things soon ai will have overtaken our human brains in their abilities how will that change our way of life our societies the way we work and play well try and find out here today on maze how to create Artificial Intelligence you first need human brains even that may change soon but for the time being the people can teach computers to think a highly sought after because ai is very very complicated Companies Compete fiercely to get the best developers around the Globe Program as an engineers can earn one hundred thousand euros straight out of university so why are these people but changing the world while the rest of us just go to work. This mans employees are among germanys most sought after developers. But i live in constant fear of losing my staff to competitors. This computer expert is forever getting calls from headhunters. But you start to realize there is a huge demand for people with experience in Artificial Intelligence qualified people are highly sought after im tired i chose this job. The one for we did teaches robots to think this machine independently recognizes where things are and what it needs to do more and more Artificial Intelligence is able to complete tasks usually performed by humans. You couldnt talk to it about art but from the images that it picks up with its cameras it does learn what to do to complete an action. Wojciech samak is trying to find out why Artificial Intelligence sometimes fails to learn or makes the wrong decision. Right now systems are easy to manipulate what they learn is based on the data you feed them if you give them misleading data you can easily throw them off kilter there have been examples of people putting stickers over a stop sign and then systems no longer recognise that sign and thats a serious problem in terms of safety its critical when you think of self driving cars. But its not always clear which Data Computers actually use to make a decision for example in Image Recognition processes something because develops new technology to shed light on that. Thermal heat map you can see that it didnt even recognize the horse in the picture. The entire focus is on the inscription underneath the copyright tag and that really surprised us. We looked at the data set again and found that every time these horse pictures had copyright tags on them this system didnt recognise the horse. Obviously we want to avoid that in real life applications. Lynn is the main hub for Artificial Intelligence in germany two thirds of german ai firms are based here in the capital its an up and coming industry. Who we know is grateful to have any a developer is working for him there is still a pretty rare species the programming is tricky there are a few tried and trusted methods developers have to be creative and patient a lot of their work involves trial and error. We have a few employees who have been offered to us by headhunters people with these very specific qualifications who are very good. And we invite them here establish that we want to work with them. And were prepared to pay accordingly to bring that kind of talent to berlin for the talent. In germany Ai Developers starting out in their first job can expect to earn around seventy thousand euros a year gross many head to the us where they can earn a lot more some egg and usually went to. California is amazing my colleagues were great the whole place was super. But my familys here and so i wanted to come back. Some expense six months working with Us Space Agency nasa but hes less interested in big bucks then in studying key questions in ai. Its fallen off the i warn people not to believe these crazy ideas that were all going to be replaced by Artificial Intelligence or that ai systems could develop super human capabilities that will make people superfluous and say these things because im well aware of the limitations of todays ai systems my one year old son for example can learn things very very fast. He only needs to try once or twice to learn something new one. Days Artificial Intelligence still needs thousands of examples to learn a thousand before. Its likely to be years before Artificial Intelligence gets up to speed no doubt then it will like you at least the age of a d w reporter early twenties sounds pretty good to me if only it were true. So how far along when will computers actually be able to replace a human being at any given time well heres a look at the state of the op but be warned while this report goes to air and some somewhere the next breakthrough could have been achieved already. Artificial intelligence friend or foe. Whether its playing chess. Decipher in hieroglyphics scripts able to decode. Or detecting cancer. Time and again computers are proving smarter than humans at least modern ones equipped with Artificial Intelligence. Can learn independently recognize patterns in countless data and derive rules from them in other words create algorithms some systems use layered Artificial Neural Networks like those found in the brain that classify images and sounds the process is called deep learning and the more data ai has the better the result comparable to what the human brain can achieve Intelligent Computers have also made production processes more efficient Management ConsultingFirm Mckinsey estimates that ai will bring one hundred sixty billion euros of additional growth to germany by twenty thirty. As a smart home assistant ai should soon be able to recognize emotions and self driving cars before long it will be able to prevent accidents better than any human driver so its a friend not necessarily always because Intelligent Systems can also be hacked or simply fail as a deadly accident has shown. Whos responsible but hey i also turn into an enemy for example what happens when ais learned so much they begin making their own decisions they go rogue like in two thousand and one a space odyssey and other bleak Science Fiction films. Todays robots dont have super intelligence or consciousness some say they never will others believe its just a question of time and that even brains will be cloned and if the computer ever thinks about replacing humans only then will it really grow clear if its a friend or a foe. One of the most recent additions to our lives our Digital Assistants like amazons aleck so apple siri you simply ask the question on the computer is it straight away the key to making that Technology Work is one of the holy grails of ai perfect speech recognition making computers understand what we say and crucially what we mean we sent our reporter cloud yasha to googles european hates queue in switzerland to ask a few very simple questions maybe its reassuring that google chose to put a human being in front of a camera tonsil them. Supercomputers that is smarter than humans hate google whats on the calendar today the first event is face day at kevin school. Googles Digital Assistants help this navigate daily life thats not sensitive and theyre in our living rooms around two thousand people work at internet giant googles European Headquarters in syria Digital Assistants looks set to become the next big thing and google is optimistic the business will be worth billions for its developers of working on speech recognition systems. Are the correct. Human communication is highly complex develop a base bizarrely helps machines learn to recognize various dialects as well as the pitch and speech patterns of individuals. I think the voice interaction is very important because this is like the most natural way humans talk to each other and we prefer. People use the most natural way to interact with the assistant. What was the score of byron when it in champions league. Fired music last straight at you on november twenty third against raw stuff. The Google Assistant takes the principle of a Search Engine one step further it remembers user questions and connects them to relevant templates its a kind of deep learning. Either explicitly give this information to the system which can be altered through like natural conversations or down under of ways that also by trying to learn from my interactions with the system itself so if im searching all the time for one particular team like which is my favorite today and then it should learn about what im asking for time has led results perhaps im caring more about buying money a group or a team. And that group or buying with itself thats a clue. The volume of data that Digital Assistants need in order to learn is immense thats cause for concern to many where is this data stored can it be exploited how can we protect our privacy questions that no Digital Assistants in the world can help as. Well they also call Artificial IntelligenceMachine Learning because the robots are doing just that learning to become well more intelligent theyve come far already but how far will they go how far will we let them go what if we allow them to control vital resources like Drinking Water electricity all weapon systems will let some stage try and get rid of us humans its the stuff of Science Fiction dystopias before our reporter ben physical and came face to face with abolition director of Machine Learning at amazon he discovered though no need to be too worried just yet alexa who is heavily he was in german politician who is have a hairbrush is a stiff pressure leader of the nazi party so. Happily as an irish thoroughbred race horse i thought alexa was meant to be smart and i was hoping shed make the Research Part of this project a little easier by disaster everything well there is someone i can talk to about this hes one of the leading german experts in ai. So alexa doesnt annoy but id like to know who is push. East german kid born on a farm and interest in mathematics studied Computer Science just when the internet came about and suddenly youve become an expert chancellor invited you along with forty other ai experts to the chancellery just recently. How important. I let others judge how important i am it. Becomes pretty clear how important he is as we roll up to the Amazon Web Services summit. Where ralph is speaking to the masses the reality is that Machine Learning extracts the magic dust out of. You hes going to have to explain how that magic works Data Collection has come a long way since the early days of the internet and the first Search Engines made it clear that whatever is digital can be analyzed and in one day theyll be like my running style my heart rate everything will be digital but for now ralph says ai still gets really easy stuff mixed up like trump and sausages. Shows me a private place to talk about this because once the machines get smart enough to solve the trump sausage problem itll be too late for us algorithms are already growing the knowledge but what makes this thing smart is the rules that combine these knowledge and those have been developed by us and so on less so before it starts to learn its own rules it will never take control of itself or makes it totally certain that thats going to be the case because a lot of what were using in the mathematics of uncertainty just minister to sticks and using a scale of music with the fish and sea but statistics hasnt changed our hasnt taken over control of its own and the question what consciousness is still stands to be answered so not quite sold yet quite so or they get their way and it will be poking about but. It doesnt look like much but these are meant to be the brains of amazon its where ralph is based along with six hundred other people from sixteen nations here in central burdett they concentrate on things like Machine Learning ads perhaps ill get some answers here. Theres a big problem algorithms can be racist and sexist ai can make dangerous assumptions preventing bias how do you train a computer to do that you think a lot of people are worried about you can you are able to compensate for bias even better than humans because you can over represent the under represented minority if it all goes wrong whats your plan b do you have a safety switch thats built into the code behind Artificial Intelligence most of the Artificial Intelligence are using is supporting Decision Making that people do so we have got rails when we do our forecasts if there are too deviating from the past we will actually manually investigate so often its a question of how much do you automate rather than how much you completely replace what about data privacy i find it is extremely interesting that youre an east german working for an american tech giant which is snooping in videoing taking pictures listening to our conversations in our homes how how does that all fit together for you one of the things that i find most important to protect the privacy is that i remain owner of my data it remains an access to only those people give it access to. Im still skeptical like many of my german friends but what bothers me more is what happens to our brains these goggles reveal where the fruit is right. And people are going to get too reliant on this sort of technology at some stage they will not be able to tell what to write apple is anymore i cant predict that but i would say its an extra piece of information but what im getting at is are we going to stop using our brains no were going to enhance the signal to our brains use for inference so the smart machines may just end up making us even smarter you. Will robots rule the world one day i dont know. In that no matter if its siri or cortana the default voice of most Digital Assistants is female why is commercial Artificial Intelligence female is because the workforce developing it is predominantly male are we making machines and here too old cliches why is that tone so subservient and differential you certainly wouldnt call alexa bossy and my colleague. Wants to know why. Prothero christina hold out i you know its called the fine thank you a boy or girl next year but overall i am a rare books i dont have a gender but i answer to the name of power. Yet another the majority of Robot Developers and builders are men for this and that is a problem where because male programmers whether consciously or unconsciously because societys gender roles on to their creations get out. To the boats and cars and thats why female robots often box are all young attractive and obliging it seems its what if theyre programmed to be waitresses this deception is as clean as all personal assistants and hes asked us to stay with us this one i still just think of siri cortana alexa. Thank. You gonna get out where is the input of women in all of this its not because universities have closed their doors to its that its because too few women study Computer Science and information technology. Want to cook its not one who did its the only cock and burger where in her blog fiona studies programming she shares her experiences with other women. I think that india what can we do to encourage more women to study Computer Science or technology to establish good guns i think there are many stages in the life of a woman a girl or anyone who doesnt fit a cliche that is that people say you dont really fit in here this isnt where you can end up with us and that happens at schools even in kindergarten in assurance and later there are structural issues such as Career Opportunities and it continues to permeate all areas of life that have this for she. Cortana alexei these Digital Assistants do you think theyve taken over sexist roles from our society as it is new content and technology doesnt simply appear complete with its own inherent logic its always influenced by society the conditions we live in are gender stereotypes and of course you have to consider whos developing the technology think about these robots are given female characteristics and they offer services. They have no will of their own and basically fulfilling someone elses wishes so yes it is quite clear they embody gender stereotypes usually if and when do you think women would Program Robots differently. I think diversity in the Tech Industry would engender diversity in its products and so yes i do think women would program differently and ask them. What would you tell girls to get them interested in programming. Believe in ourselves its not that hard i am waiting for you. Thank you paula. I was there we have to kindle a passion for technology and i te in girls when theyre young they have the selfconfidence to pursue careers in those fields so. Machines might one day be able to think like humans do but they will never feel like we do understand the concept of feeling even many human struggle with that and that makes arts the last preserve of the human mind surely no computer will ever grow a heart and write music like mozart or john lennon music that goes straight to the soul of a human being because machines cant feel love or tenderness saw anger or jealousy hey i will never have passion for anything i say i will never come up with a moving to like this one from. Nowhere. Break free by terror and southern as a pop song sung by a real woman. But it was composed by an Artificial Intelligence system. To. Be honest i couldnt tell and i had done it it could just as easily have been composed by a human its really well done or. They would come up. On todays lay man has been composing for more than two decades its a good job being paid to express your feelings musically but will he soon have computer competitors in the business they meant the humans have souls feelings and emotions that isnt easy to replicate with a set of parameters when with. So laymen wants to teach computers the sounds of emotions. Say for example im going to happen and im usually in a happy mood you want to use like major chords whereas if you are in a sad mood for it i prefer initially years liner curds and so we basically up all of the emotions into a number of different musical features so that we can teach them a. You know how each it should be outs designed with Computer Games in mind the technology composes unique soundtracks in real time the algorithm constantly learns from existing songs depending on the action of the game and those the player takes it can change the mood of the music from say sad to. The program will soon go on sale to corporate customers so what will happen to human composers so our vision basically starts we could have Artificial Intelligence and human beings walking together to create a kind of music which we call like superhuman hearsay because its music that cant be created right now by composers. Pipe dream or nightmare scenario andreas layman thinks ai offer some interesting opportunities. Could help in the process of composing as a kind of Virtual Assistant one that does more than tell you which buttons do what but actually activates certain functions and says im here to help you in your work and just its better not my Artificial Intelligence and your emotions it could be exciting. For now undress layman still works alone without assistance from either a helpful or menacing Virtual Assistant he isnt worried ai could one day replace him artificial isnt the same as artistic at least not yet. Well that wraps up our special on us official in. Good intent but the machines will take it from here goodbye for now join us again next week well well see about that and you join us again next week and find out if the machines have taken over or is made to still be made by one of us. The fish. Fish. Fish. Fish fish. Fish. But its still not convincing to me the country. The challenge was spreading terrorist propaganda undiminished been in terrorist Organization Crime standing up for freedom and human rights. In fifteen minutes on the job on. The fast pace of life in the Digital World such shift as the lowdown on the web it shows a new developments useful information and anything else worth knowing. Reasons the listeners finds. Looks over the shoulders of makers and users. Should. Be five minutes to. Study fake news most highly concepts at election many get make amends president regine tired out on her phone how often comes an even unseating and all sort of in the country on a Payment International will tell you what you need to know for the live coverage from his number and on ground this week on the dollar your news. Crimes face against humanity. Civilians streak oh my goodness six feet. Up. Theyre recording which is travel around the globe just social media. But what is propaganda fiction and what is fact digital investigators combed through the flood of images they combine sources to try to reconstruct what happened and substantiate claims of crimes thanks in this video recording of the sergeant who shot the young man hes on trial now st. Pauls forensics between the bits parts. Truth detectives starts june thirtieth on t w. This is d. W. News coming to you live from berlin today is World Refugee day and we look at the growing fears of Asylum Seekers across europe here in germany there is a rising backlash over migration and the push to resume deportations this young afghan may have to leave even though hes educated worked hard and speaks fluent german also in the Program Children in cajun americas zero tolerance immigration policy in action and ministrations says it has no plan on