or the my weather up tells me that that was going to be no rain and clearly their husband, i just think they're always wrong. i would say it's often that idea, that's a reliable kind of sort of life was an open window at night. that's a good information. it's not predict of a recording press up accordingly when it arrives at my workplace for an important meeting i was so was so, so that's my editing. so you've sent me home. i think it's a matter of how you interpreted and what's uh, whether app you actually use. mostly it doesn't come through a i is improving the outlook on various products. so how about weather forecasts? so many paces of artificial intelligence this time around on tomorrow. today. we'll

come to the show what exactly is happening high up in the atmosphere? a question that's proven crucial to improving weather forecast. super computers are increasingly able to calculate the complex processes that go on and the layers of air or surrounding our planet. but they still take too long for short term weather updates. and this is where a model is coming in with the potential for making forecasts much more accurate. and they are models, learns from existing historical data. they can basically learn how whether develop the federal in training sessions lasting several months. the model tests itself by using historical weather data and making retrospective forecasts that are then compared with what actually happened. the german weather service model was trained using data from the last 15 years, growing more accurate along the way. the age of a weather forecast seems to be dawning. distinctive this,

phil. i think we reached a milestone about 2 years ago when a guy models at certain brand new layer, it easily grew distinctively better than conventional predictions. which was confirmed by an analysis from the european center from medium range weather forecast. the light blue line shows the forecast quality of the conventional weather model. it drops substantially over time with accuracy of just 50 percent after 10 days. the a i forecasts are only slightly better around 55 percent, but the german weather service team is certain this small difference will increase significantly after training. hey, i models can calculate forecasts, minute 5 minutes, no super computer necessary. on ton of we could have an essentially make predictions with a laptop. if you wanted to calculate lots of variables. you might need several laptops with graphic cards, but it's very fast and very efficient dental. and experts think it will

revolutionize weather forecasts by allowing applications like rain radar to be updated constantly. hey, i could get rain fall right more often in the future whether services have currently reach some predictive limits. they usually look at amounts of precipitation observed over the last 20 minutes. the now casting model then calculates predicted regional precipitation for the next 90 minutes. a forecast that's still off and off the mark, the exports, hope the new a i models will do better diesels for heads on that. and also if we can adapt and more precisely to user requests, regardless of how good the physical representation is. and that will help us to say with a greater degree of exactitude, whether it's likely to rain somewhere or not that the computer to the big tech companies like google and microsoft have long recognized the technology is potential a. d, a i model graph cast for example, has drawn

a lot of attention. the german weather service also uses components from major a i players submit the involving so i can what a little use them to build our only models. and of course, we want to be just as good to them. it's a lively little race at both a race still on its 1st loud with a lot of room for improvement. large scale a i, whether models have so far produced forecasts with little specialist knowledge of atmospheric processes. psychiatric understanding physics is something a, i hasn't seem to know. you've done this initial phase. it's learned patterns, but we believe we can improve the a i, if we also teach at the physical relationships and how the eye is trained, does therefore crucial, especially the weather data involved. the german weather service wants to improve this data. although satellites, ground stations, and aircraft are constantly providing new sources. there are gaps. hey,

i can help simulate the weather as accurately as possible at every point in the atmosphere. improving whether models. forecasts have grown increasingly important. light, better predicting hours of sunshine, a key parameter for operators, photovoltaic systems, guys, especially, it's important for grid stability. the operators know what solar radiation will be like over the course of an entire day. and if you needed somebody to and the age of rapid climate change, higher accuracy forecasts for farmers are also growing vital. and improving short term forecasts and dangerous storm situations would help pinpoint heavy rain fall events and their consequences to german weather service plans to start using a guy and one to 3 years from now. i understood one notice about change will be accessibility of information. you can already ask k i systems chatbox, things like how is that, why is it like that?

the stuff's volume is the sort of individualized weather forecasts that can be called up 24. 7 might soon be wide spread couple. so if you want to take a walk and it starts drizzling, don't worry, just ask you're a i based whether consulting. it knows that the rain will stop in about 20 minutes and that after that it will clear up again and i to the show. or at least that's the hope. the atmosphere, however, remains a dynamic and chaotic system. a model should help us understand this chaos better for they to have limits, which only the future will reveal. it's still early days in the age of a weather prediction. the highest now used to do things like calculate efficient energy use and some end production or to decide if times need fertilizer. also to monitor individual animals and detect when they are getting sick. and it's behind simulated pups in

i've been guy um and virtual influenza likes to the ground. it's still not as creative, intelligent or flexible as that. but could it already help with our personal and psychological problems and insight on why not take the time to find a comfortable upright posture that gives you a feeling of confidence and openness. then take a couple of deep slow breaths. you may notice a particular reading, read them as comfortable as was a little timeout chosen by an a i to help 23 year old cut. definitely to call in a study at the central institute of mental health and mannheim cheese testing and app that's designed to help reduce the risk of mental illness among young people. the abs suggests exercises and gives individually tailored tips. a research team here has developed an ai model that continuously predicts the user's moods that

then select exercises suitable to particular situations. the membership flushed at us on imagine that you were able to say something about tomorrow based on information from yesterday, even to us. that's what we want to learn with this a i for data from the advantages making more precise predictions. jesus when and we can use these predictions to apply the training advice provided by the more effective way to present now these young and best such a pepsi. and one of the few of us of the interim results show that one artificial intelligence selects the exercises, the benefits for young people seem to be higher name. and this is not a search that says that it's a little hard to know. but i'd say that it's largely tailored to me and adapted to mind the mental volume. i was much more aware of myself and my feelings and more often took the time to reflect on how i was feeling and what i needed. okay,

so on the app is not yet approved as a medical product, so it's still can be used in connection with psycho therapy. but the technology is set to have an impact on the field. is think of this the, there's a lot of potential for supporting conventional psychotherapy because a week has 168 hours at a session is just one of them. so i'm just going to the phone. and of course apps like this can certainly help us and people that are apply what we learned in everyday life, based on something. and behavioral therapy in particular might be improved by a guy, perhaps could help bridge gaps between sessions and exercises could give support in everyday life. chat box could also provide a kind of ongoing contact. some apps are already meant to help with mental health, but they haven't been approved by official bodies and their response is often seen

pre fabricated. it's hard to have what feels like genuine conversations with them which limits their usefulness. new a i language models like chat, g p t can sound for intuitive touch. for instance, if you say you're having trouble sleeping at the moment, it seems to 1st commiserate, then offer tips on how to address the issue. a however, chatting with a language model still, kemp replace therapy, chatbox don't make too many mistakes and can't recommend plausible treatment plans . but the language models could improve a apps and the future ends enabled dialog on a more regular basis. and in the future a i could also support the therapist, for example, by providing the latest data in breton it's already helping people find help. as part of a study, the limited access chat bought a range of sessions and makes initial diagnoses. an analysis of almost 130000 people showed that among those using the self referrals,

increased by 15 percent. researchers in switzerland have shown how much is already possible. very i model observed emotions in moods and calculated the probability of a patient breaking off. sarah pate, this line of inquiry is currently not permitted in the you, however, and legal stipulations remain strict. then you also guide me to include them in compared with colleagues in australia and the us we work under very stringent conditions, even if we don't intend to launch. and now we face very high regulatory requirements . so challenges, but also potential after all the age of a i is just beginning become a fee and i definitely believe it will find a place. and i definitely think there's still a lot of potential for development that we've not yet fully exploited tom from the start. young people were involved in the development of the manheim, a i. and they also believe in its potential that assessed throughout the tight. and

you have to wait so long for a therapy place. so i think that this can bridge the gap outcomes and it could be a 1st step for people to be a way to enter into contact with this world. and then see that the hurdle isn't so high they could go from i've never done therapy before to maybe i'll try to publish realized the hopes and expectations are hot. what's clear though, is that a i, and chat, thoughts look set to become increasingly important in therapy, helping support people who need it in their everyday lives. accessing information used to be a very time consuming and tedious process. then the internet revolutionize things. there's no huge amount of information available, including lectures and the latest research findings, and more and more historical documents are also being digitized. before the

invention of printing books were veritable treasures, hand written reservoirs of knowledge that were reserved for a privileged few centuries after they were written. countless researchers all over the world continued to learn from these unique witnesses to the past. one magnificent specimen kept in this vault is the doubt of sucks. and these book of ours, from the late 15th century, made up nearly 900 pages of prayers and other christian tax that's estimated to be worth around 1000000 euro media lab technicians. pete haws fired and pitching a ties carefully place the antique tome on a special high resolution scanner. having the book digitized will make research, intuit far easier in the future. it will mean less effort for the experts and less wear and tear on the fragile treasure. to deal with london,

that's for sure. right now to see it as a researcher, you have to physically come to it and you have to take this individual manuscript out of the fault, out of a cold box and a refrigerated room, and examined it at a special work station. if you want to avoid all that, digitization is an excellent way to work with the material and also to grow more closely acquainted with it. and that's just the i can so that the project involves 170000 pages. an army of experts would be needed to index the contents of all the texts involved. but new technologies like a i will allow researchers to easily tap into this vast pool of knowledge, giving them a huge leg dot com. and then you can create a text recognition system that makes the hand writing machine readable that'll allow computers to process content further and integrated into other verification

systems in the process. these can then be networked for insights into other handwritten documents raising new questions for science. 50 percent off digital documentation is just the 1st step. it's a work is also to be accessible for research on specific issues. digitized objects meet to be thoroughly cross referenced to. that's a job for art historian. close delta dental. he needs up to 3 weeks to index a work like the book of ours. that's why in depths cataloging, there's only carried out where it's particularly important works to for our system is the vendor cataloging is the most intensive and deep dive form of cataloging from medieval manuscripts. physicians, we collect physical data, like the kind of parchment, it's written encore and the size of the volume. but we also documented things like that. what illuminations does it contain richard, texas,

what do we know about the scribes find? what script fonts, where use which texts are in the book exactly, and what text were possibly used as templates for an art in the projects. $462.00 texts written over a period of 7 centuries were penned in a politically and culturally advanced region of germany. at the time, making them a particularly valuable source of information here. medieval menu scripts provide a window into the past and thanks to digitization, they're now increasingly accessible not only to scholars, but to anyone interested in studying centuries old history. a is becoming a growing issue in schools and universities because platforms like trip to be taken now. so do your homework, but to learn you still have to study according to one o e c d paper. germany has become an especially attractive destination for post

grad us. we edits of darth, want to ask to young engine researchers. why having this opportunity that you can actually go and search find your fashion that something's really cool about the gentleman specification system. and they were part of the, becoming a scientist, are doing a ph, d, per se. but then by looking my it hung up on knowledge grew and i wanted to learn more. my name is with that, i'm from india. i'm losing my p as the in high speed robot perception. my name is mila. i come from india and i am a b s t student. looking on human motion generation. i would say the view doc on has a really good department that integrates the new students to the university campus so that they don't see the kind of get lost in the big campus that we have research here is basically to show that human growing interaction is possible,

and it is perfectly safe. the girl is fly around humans, innovative house doing some tasks. i did my best as in india. i attended various workshops. that's how i, it's hard to get. let me search for a good institute in an outside in the in durham, i need to go man, that katie minus few up to get to this is something new. the integration here is very bored and it's affordable. i'm my story is that i did my bachelor's back in india, of course i consider we have mentors throughout my life and they are the ones who voted musical for highest studies that the brought the. 2 for us fix, my mom is the one who did some of this, and she was like germany still reasonable. i applied for only jo minutes to few was

to be honest. we look at human beings in logistic scenarios. the and vision of futuristic bad house, good voice would be fine around in a bad house alongside humans. this is the motion capture suit. east both reflect light and then the cameras that would be able to identify his bone structure so that we can get his skeletal image using the motion caps, assistance i'm coming from and through, which wasn't that. and so didn't good. coming to germany, i saw a lot of differences in the sense that here the universities are more like back to go into the students have opportunities to try out stuff and get the real experience rather than just the learning in the classroom. the bachelor and mazda programs that i've seen here,

there is an opportunity for the students to choose what they want to look into. look for the internship, and we'll close over the projects. i think that's really cool. i was actually walking here as the central official instructor and that's in a my mentor. so they're like, oh cool. you seem to be interested. you are doing your research, your use with this. so why don't you try ph. d. 1 as many times as you are working the lead probably be like dan in the night. that's fine in the spanish. that'd be are like 3 or 4 people in the hall and redesign our gym. the lights put on the lasers. we already have this posted in the office. we have built

a photo class on friday evening that i came over here. this new i didn't leave chris. i was like, oh, i like the websites are internally, this work life balance to a large extent and sad to do so. the in india that there is a thinking that germans are serious. but then after coming here you realize, okay, it's not like they are serious, it does a language barrier. so if you learn the language, then they're like normal. any other people in the world are in india, i never say like an outside or so i don't know the language and like some lots of the language they would actually help me to figure it out with a lot of expressions and stuff like that. and i'm like, that's clearly suite of them. a one or 2 months for me i use, i have to fix times to get used to the silence. essentially. it's like very low.

the tv is load, the fan is sort of this dining it's load and over here everything is sol. com, silent. it took me, but sometimes it's a very nice thinking of germany as a definition. i've taught that, of course it would be much more digital life because in india, every se, off on are smaller shop one that has a digitalized payment system. they've been coming from all of the most list. if that was said, be safety, that'd be have what was yours, a phenomena. i mean like i like to travel and i get to travel over here, even at nighttime, but then that's not something i would have been so comfortable doing back dark on this stuff. i would say the 2nd home. yeah. i'm pretty much at home. i feel like i'm viewed my be as the i'm into my name after that. let's see. and

maybe i go back to india. i sense of the lifecycle global citizen. that it was research needs. that's that i want to go on what is all squares? that is the come back to the for the friend for radio symphony, some works. the orchestra performs like stravinsky is the right of spring or recently complicated. at times, the conductor has to come to a very different things to mo, tenuously, but he only has 2 arms, wouldn't more be better the premier interest as a symphony for brass and percussion is being conducted by 3 robots, musicians from the city symphony orchestra, take direction from either the pink, blue, or yellow robot arms, each sets a different deed. so there are different tempos, it's a special performance for musicians and audience, a light each because if i see i was fascinated by their movements and tried to

track which one was conducting was that it was great at the top. it's definitely innovative. that's a good thing. the the symphony orchestras director initiated the project 2 years ago together with scientists from the dresden university of technology. marcus event wanted to try putting robots on the conductors podium instead of humans. a challenging experiment of one kind in this weekend. as we are trying to replace conductors, i believe a person can always do a better job with rehearsals and facial expressions as you know, i'm on big way. tillman, for instance, this problem a robot couldn't do that, then it'd be pointless of a. but it, and we're now have a piece written by capitalized as on say, actually having the orchestra play at different speeds and different time signatures, then it makes sense. this is of hers and i got some of the things the 12 minute

piece was composed, especially for the concert. the researchers had a lot of fine tuning to do on the arms because robots move differently than human stair. then the it's either completed. so we want to conduct the compositions like this. you quickly hit limits. the fast small movements are incredibly energetic and intense. we have to put a lot of work in to make movements look good, but also remain feasible for the robots about how much the price. the musicians have to focus for rosalie. the robots have no years are facial expressions and don't interact with the orchestra. is totally different. the edits merciless. it doesn't wait for anyone, just hammer through like a machine see, and then the, in the end there is applause for all members of the orchestra, and more performances are scheduled for the many symphony conducted by robots.

this is for the so this time around, but we hope to see you again soon on tomorrow today. bye for now the the

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x, that's what i'm hearing losses on the right. the main reason is excessive headphone use and the young people are especially interested. how should we take care of our hearing? using q tips is not the solution. in good shape. in 30 minutes, dw the yesterday about the video that goes in the media, amiga will go up on the mess with the

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to our law. seeking justice for the victims of fame. assign starts november 21st on the w the . this is dw news, and these are a top stories cut off as it is suspending its efforts to media to say 5 between his route and the militant group. i'm us. it says, talks have sold and it was you mediation on my sports side show the serious about deal. spikes. person says, however reports intends to expel him on his delegation from the ha inaccurate tens of thousands. i protested in the spanish city of atlanta, you are the official response to the flood, killed me of the 220.