Is better at math better at french better at general knowledge better at solving problems thats just a fact of life isnt it but we are currently creating machines that are well better than all of us in every respect Artificial Intelligence is always better at playing chess at finding humans 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 mayes. Well to create Artificial Intelligence you first need human brains even that may change soon but for the time being the people who 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 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. 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 recognize 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. From the heat map you can see that it didnt even recognize the horse in the picture. Ted 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 recognize 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. 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 theres a lot of talent. In germany a high developer starting out in their first job can expect to earn around seventy thousand euros a year gross many head to the u. S. 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 u. S. Space agency nasa but hes less interested in big bucks then in studying key questions in ai. If on the 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 superhuman 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 from bias. Its likely to be years before Artificial Intelligence gets up to speed no doubt then it will accurately assess the age of a g. W. Reporter early twentys 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. Able to decode. 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 should soon be able to recognize emotions and self driving cars before long itll 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 could they go rogue like in two thousand and one a space odyssey 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. Apple siri you simply ask a question on the computer as it strikes 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 need 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 front of a camera to answer them. Supercomputers that are smarter than humans hate google whats on the calendar today the first event is face day at kevins 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 all to mistake the business will be worth billions. Its developers of working on speech recognition systems. Human communication is highly complex develop a bench that bizarre he 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. Was a score of Champions League. Hired munich last three to two on november twenty third against rostock. 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 finnish. Either i explicitly give this information which can be also through a lot of natural conversations ive done under of ways that also by trying to learn from my interactions with their system itself so if im searching all the time for one particular team like morning which is my favorite today and then it should learn about what im asking for a Champions League results perhaps im caring more about buying money a group or a team. In that group or a barn with itself but its 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 assistance in the world can help us. All they also call Artificial IntelligenceMachine Learning because the robots are doing just that learning to become well more intelligent theyve come fall ready 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 or weapon systems will that at some stage try and get rid of us humans as 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 oh no need to be too worried just yet alexa who is head of the he was in german politician who is. 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 pushed over his. Kid born on a farm and interest in mathematics studied Computer Science just when the internet came about and suddenly youve become an expert the 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 is 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 well get to the end of it we can be talking about it. 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. People are going to get too reliant on this sort of technology at some stage they will not be able to tell what a bribe 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. For doing that no matter if its series 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 who wants to know why. Cried oh christina hold out i you know its called the fine times is that you are boy or girl mates but overall i am a rare but i dont have a gender but i answer to the name of power. Yet another the majority of Robot Developers and builders are men and that is a problem but it is a male program whether consciously or unconsciously because societys gender roles on to their creations. To the boats and cars and thats why female robots often box are all young but attractive and obliging if you know what if theyre programmed to be waitresses at least receptionists cleaners or personal assistants going to ask assistant us this one i still just think of siri cortana alexa. You dont look at other where is the input of women in all of this its not because universities have closed their doors to it that its because too few women study Computer Science and information technology. Or not if its not one who did it feel in a car can burger 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 is that was good i think there are many stages in the life of a woman or a girl or anyone who doesnt fit a cliche that is that people say you dont really fit in here this isnt where you belong that 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 seeding. Very 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 that its always influenced by society that the conditions we live in are gender stereotypes and of course you have to consider 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 just like you steve and 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 thats. What would you tell girls to get them interested in programming. Or believe in ourselves its not that hard im waiting for you. Thank you paula. I was this we have to kindle a passion for technology and i te in girls when theyre young so they have the selfconfidence to pursue careers in those fields so yes to the abramoff. 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 art 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 or anger or jealousy hey i will never have passion for anything i will never come up with a moving to like this one from a turn southern nowhere. Break free by a tear in southerners a pop song sung by a real woman. But it was composed by an Artificial Intelligence system. To. Be honest i couldnt tell him i had done it it could just as easily have been composed by a human its really well done or. They would come. Down to various lemon has been composing for more than two decades its a good job being paid to express your feelings musically but will you soon have computer competitors in the business they mention at the end of 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. Years curds and so we basically up all of the emotions in a number of different musical features so that we can teach them a. And how each it should reacts designed with Computer Games in mind the technology compose is 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 this thing so what will happen to human composers are bishan 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 activate certain functions and says im here to help you in your work and just its but an Artificial Intelligence and your emotions it could be exciting. For now undressed 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 again today 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 is still being made a one off. The fish. Fish. Fish. Fish fish. Fish. How the germans train together one nation. The. Frederick and the empress. To morrow we shall have defeated the enemy or we shall never see one another with a rebellion against austria he turns prussia into a church and superpowered. The germans. Fifteen minutes d. W. Smith. Thank you. With the senses. Recognize. And experience the inexpressible. Of the cultural magazine. Arts twenty one on g. W. Birth. Home to millions of species a home worth saving. Those are big changes and most start with small steps global ideas tell stories of creative people and innovative projects around the world like news that protect the climate boost Green Energy Solutions and reforestation. They create interactive content teaching the next generation. About Environmental Protection and were determined to build something here for the next Generation Global ideas the multimedia environment series d. W. Us president has signed an executive order to end his policy separating Migrant Children from their families who enter the u. S. Illegally his administration has been under intense pressure with the practice proving deeply controversial in the u. S. Enjoying international condemnation. Hungarys conservative Led Parliament has approved tough new immigration legislation the laws make it illegal to help Asylum Seekers who are not anti