storm filomena struck these houses on the portuguese island of madeira. translation: i am 66 years old and i had never seen so much rain and water like i saw yesterday. i have never seen anything like this. rescuers were on hand after this ferry ran aground in the canary islands. translation: we were afraid for the baby. as a blanket of snow covered eastern spain, lorries reach the end of the road. translation: we have remained in monreal del campo where we are stuck. things look bad. after high tides here in malaga, in spain's south, and a month's worth of rain in just two days in gibraltar, heavy weather alerts have been issued for italy, turkey, greece and the balkans. in between the fun, spaniards are being urged to avoid

nonessential travel. many now bracing themselves for a white weekend like no other they have ever seen in their own backyard. mark lobel, bbc news. now it's time for a look at the weather with stav danaos. hello there. it's been a very cold start to the weekend. widespread frost and ice up and down the country and also some low cloud and freezing fog, particularly in the south which could linger all day. best of the sunshine further north but for scotland we have had a weather front pushing in outbreaks of rain to northern and western areas, some snow on the hills too. that front will push into northern england though, bringing in rain here, more rain pushing into western scotland. again snow on the hills. a cold night to come but not as cold as it has been of late but still cold enough where any rain falls on the frozen surfaces, we could see an ice risk for sunday morning. eastern scotland and north—east england also for that. further south

we should see the clouds breaking up and there should be some sunshine in the afternoon. a little less cold, five to seven degrees out west. a little less cold than it has been generally but they will be some snow on the hills, particularly in the north. hello. this is bbc news. the headlines: queen elizabeth and the duke of edinburgh receive their covid vaccinations — buckingham palace have said. act like you have the virus. that's the advice in a new campaign in the uk urging people to abide by lockdown rules. a boeing 737, believed to be carrying around 60 people, has gone missing after take—off in indonesia. donald trump is banned permanently from twitter because of concerns his tweets could incite more violence. democrats reveal the draft

of a new impeachment resolution against donald trump — he's accused of inciting an insurrection and endangering the security of the us. at least three people are reported to have died in spain as a result of flooding and heavy snow. now on bbc news, amanda ruggeri explores the new technology that is allowing archaeologists to explore the hundreds of mayan structures that are still hidden beneath the amazon. this week, we are tearing into 2021 at full pelt, but what technology wonders may it hold 7 we'll ask the experts. and no, you are not having a bad dream, but an artificial intelligence is.

hey, welcome to click. happy new year? i hope you got some respite and a bit of a break recently. lara lewington, hello, how are you? i am good, thanks, all things considered. any new year's resolutions your end? i don't do resolutions, that means i can't break. i decided to stay at home more and watch more tv. what's your plans for the next few weeks? i think i'll have a quiet start to the year and then, well, i guess we can only hope but, in the meantime, if you're having that january wa nting—to—get—fit feeling, it is going to be a bit harder than usual this year but you could take advantage of some of the tech forms that did really well last year. they certainly benefited

from the at—home exercise boom. one of those companies is zwift, a virtual cycling plaform whose subscribers are now in the millions. and this is no poke in the park, either. in—app races have taken tghe competition to extreme levels and jonathan coates threw himself into this to find out more. for many, cycling during lockdown offers escapism, and more people than ever are hitting the roads. but, for a growing number, the roads they ride on aren't tarmacked. cycling is a sport that has always embraced technology and now it has taken the ultimate leap into the virtual world. zwift is an online platform that allows professional and amateur cyclists to train and compete against one another. its popularity has soared during the pandemic and now it has more than 3 million subscribers. by putting a normal everyday

bike on a smart trainer, basically a treadmill for a bike with a bluetooth connection, a rider's real—life physical output is converted into a moving avatar. in zwift, the resistance levels automatically change depending on gradients and conditions, and there is a whole host of other tech that can help add to the realism. the more advanced trainers simulate going over cobbles or through dirt tracks and there are even ferns that can match the wind speed to how fast you're cycling. but once you're plugged in, all you need to is start pedalling. you canjoin a group ride, a workout or simply cruise around some of the best routes in the world with maps, stats and data. so to see what all the fuss was about, i thought i'd get stuck in. the plan, to get fit enough so that five weeks, i could take part in a race on zwift and, in order to do that, i recruited matt rowe, a professional cycling coach

who trains people through zwift. it is the future, for sure, for training, and that is for amateur cyclists, who have four or five hours a week, right through to professional ranks. for indoor training, the benefits it brings to performance gains, speaks volumes. now, there is one key metric which seems to be the lifeblood of zwift, and that's watts. put it like this — your tv needs about 250 watts to work and olympic gold—medallist bradley wiggins broke the hour record by generating an hour average of 440 watts just with his legs. zwift bills itself as a training platform and, unlike many sports, this set—up can actually replicate many aspects of cycling with genuine road speed conditions, meaning that all the data you gather is comparable to what you get in real life. so matt has sent me a test tonight to see how fit i am. basically, it's to see how hard i can push myself and how many watts i can generate.

so i've got my screen down here where i can see the training plan. what i've got to do, what he's put me on. it's 45 minutes, and it looks pretty brutal. at the moment, i'm doing 167 watts, or thereabouts. my legs are really, really starting to hurt now. that was one of the hardest things i have done for a long time. i mean, look at me. it's just horrendous. certainly i had some work to do and the training carried on five days a week for five weeks. but while you can train hard and make real gains, it feels like competition is the pinnacle of zwifting. it's where zwift goes to the next level, both for the users and for the company itself. it's where it switches from being training—focused to something more akin to an esports platform. you can select a race,

turn up at the right time and you are suddenly on the starting line with a huge group of other riders. and, if you're good, there is serious money to be made from winning. i've heard from several zwifters who say, "i made more money on this one zwift race than i ever made in an outdoor race that i've ever done." there has been some big cash prizes at december‘s uci cycling esports world championships, the prize money was almost $10,000 for the winners. incredibly, female cyclists can make more money racing from zwift than in real life. so after five weeks of training, five days a week, the time had come. it was race day. at 12:30pm, on a tuesday afternoon, the race began. and i had matt there on zoom to coach me through. that's the most painful thing i have ever done. that was...

i mean, it was genuinely really fun. there is a real kind of thrill of racing. it must be unique to zwift. if parents are worried about kids doing too much gaming at home, then get them on this, because they'll get fit, and honestly, you can't do it for more than 45 minutes or you will fall over. but it was time to hear the results. five weeks, ago i had a functional threshold power of 230 watts. so had the training worked? today you were 38 minutes, you did 288 watts. an extra 30, 30—odd watts, 3a watts, they're saying in nearly twice the amount of time. gosh, that's a massive increase. that's a massive increase. out of 32 riders, you ran 14th. hey! good result, you've got to be happy with that. they're what we call kind of sandbaggers is in the group. there were two riders

who were minutes ahead of third place and the cs. there were two guys in the race in my category, category c, who were considerably faster than everyone else. in fact, they came first and second with a minute between third place, and these guys who are essentially are category a riders, they‘ re really fast, really large, really powerful, competing in lower categories. you know, i came 14th, but it sounds like i could have come 12th. and ifeel a little bit like, i don't know, ifeel a little bit cheated. perhaps where there's competition, there's always going to be cheating, and professional cycling has had its fair share of scandals, and now zwift is having to deal with digital performance enhancement and other methods of manipulation. but as i began to find out more about cheating on zwift, one name kept coming up. i can say this guy's name, cam jeffers, because he...it

was all over the news anyway. i don't like to be compared to lance armstrong and i don't think it's unfair to compare me to lance armstrong. in 2019, cyclist and youtuber cam jeffers took part in and won the inaugural british eracing championships in london on zwift, but shortly after the race, he was given a 6—month suspension from all racing after british cycling ruled he had breached its disciplinary code during championships. i got a call one day from british cycling saying that they've had an anonymous complaint that my bike wasn't legit. i was like, "you know what? come and check my bike if you want. i don't know what you're on about." zwift said the charge related tojeffers using a bot to ride for him to unlock a special biking game, thus giving him an unfair advantage over his competitors. jeffers claims he obtained the bike for a series of youtube videos he was making earlier in the year, rather for the race. qualifiers, i remember saying

to a couple of people, "do you think, should i not be using a bike that i've legitimately unlocked," and they said, "there is no rulebook, there are no rules been written for this event, so there is no way you can get disqualified for using a bike that you haven't legitimately obtained." butjust like in any sport, there is a battle between regulating and those trying to gain an advantage. cheers. let me say this, it was fair they took it away from him, but i think he could have one without the tron bike, so that's the sad thing. zwift are cracking down on any attempts to cheat in their races, with the support of global cycling governing bodies. if the platform wants to be taken seriously, it has to maintain its sporting integrity. i think cheating is probably something we will have to combat. it will never go away. someone will figure out how to game the system, but having said that, there are things we know we can do, including hardware.

so, for example, the world championships this year, everyone will be on the same bit of equipment. in addition to real world anti—doping controls that bar the use of performance—enhancing drugs, there will also be a group of analysts monitoring riders‘ race data for any red flags when compared to their previous performance stats. after just five weeks of using the platform, i got so much fitter but really i was hooked, it was the social element though and the gamification that kept me coming back. people were showing up not for training but because they crave that social connection. if i think about what zwift could be, it is certainly much larger than bike racing, as a community. if it's a gamified training tool or an esports platform, zwift has hit upon something that has resonated with cyclists. and key to this is the fervent community that is building with youtubers, live streamers, online trainers, and social groups.

hello and welcome to the week in tech. it was the week that a request to extradite wikileaks founder julian assange from the uk to face espionage charges in america was denied by a court in london. employees from google and its parent company alphabet started a new labour union called the alphabet workers union. and volkswagen showed off its prototype fully autonomous electric car charging robot which it says will work in places like underground car parks. there were also reports this week that billionaire founder of chinese tech giant alibaba, jack ma, had gone missing after he hasn't been seen in public since october. mr ma had been critical of chinese financial regulators as not being innovative enough for technology development. mr ma had been preparing to list his group in what would be the world's largest initial public offering, but regulators shelved the listing after his criticism. data from singapore's covid contact

tracing app, trace together, can be accessed by police despite previous reassurances of privacy. initially, officials they said data collected by the app would only be used for virus tracking. researchers from the university of pennsylvania have showed a robot with a body made from ice. the concept, icebot, could be used in remote locations like antarctica and even mars. the robot was able to claim icy inclines of up to 2.5 degrees and clear light—weight obstacles from its path during testing. 2021, what on earth does it have in store for us? hopefully some better things than 2020. we've asked some leading tech experts to give us their predictions of things that might be just around the corner. boston dynamics kicked off 2021 in style with a robot routine fit for dirty dancing.

but twisting isn't all droids are getting up to this year. i think we're going to see in 2021 is the increased prevalence of robots coexisting in spaces with people. most robot helpers working today zip around controlled areas in factories or warehouses where bystanders can't get in their way. but many more robots are coming to public spaces like shops and hospitals. you may have people who are completely unaware that there might be a robot driving down a corridor. firms like starship technologies have even run on—street pilots before but 2021 brings unprecedented momentum. the market wasn't necessarily crying for more kinds of delivery but now because of covid and in agriculture because of brexit, we're seeing the market looking for solutions. but, berry picking prototypes like

this won't be the first to scale. running from the field to the pack house and back and collecting new trays, loading punnets on trays, kind of tasks where you could have a robot doing that. so what needs to happen first? you have very large test groups and you build up an assurance that the likelihood of something going wrong is minuscule. an area with other growing risks is cyber security. on your smartphone, app developers can build in tools taking advantage of the device's operating system to make the app safer. but that's not the case across the board. there are other systems that we rely on, whether that's automotive or medical or your smart city functions, that end up building every component themselves. we all can't be experts at everything so this is the year that they recognise that it's hard to do everything yourself.

a shift is needed but to what? well, what makes more sense is leveraging security functionality from platforms so we are not always reinventing the wheel with every different development team. there should be some places where it's appropriate to find, like libraries, find support from the framework on the platform. if you're wondering what's the worst that can happen if somebody hacks your smart speaker? well, it's not just about turning the volume up. even if those devices are not managing anything sensitive, right, or you may not consider sensitive, they're still a launching point to attack your laptop or your ipad. but although some data is best kept private, in some cases, it's better shared, even all around the world. 2021 will be the year when for the first time, a truly global collaborative artificial intelligence community will start working together.

some global data initiatives do exist but are generally limited to specialisms like cancer research in health orfraud analysis in finance. what is actually to combine all of this data together into a single corpus of information. it is a technical feat, sure, but there is a bigger impact here. if you want to know how to improve the healthcare systems, where do you start investing? and this investment will improve healthcare, what about schools, what about traffic, housing? all these items are correlated and artificial intelligence will help us understand that ecosystem as a whole much better. fascinating. let's see what comes to pass, shall we? ok, let's talk about something completely different now. lara, you know when you look at the clouds, sometimes you can see things in them, yeah? oh yes!

look at this photo, i took this over christmas. it looks like two angels having a chat. i'm always seeing things that aren't there, a bit like when you're in a dark room and there's a bit of a shadow and you convince yourself it's a person and completely terrify yourself. right, 0k, exactly. this is your brain making connections in your mind and spotting patterns that aren't really there. it turns out that artificial intelligence can also have an overactive imagination. so, you know how image recognition software works, yeah? yes, you feed it say, pictures of dogs so it can identify dogs for itself and then it will be able to see dogs in pictures. right. but if you ask it to look too hard, it will start seeing dogs everywhere. now, there is this google researcher who's name is alex mordvintsev, and he decided to turn this concept into art. he is the man who created

google deepdream. it actually happened in the middle of the night and i woke up with some weird dream of somebody entering the apartment, and i woke up and it was 2am. and i had this idea that i wanted to try and i was like, why don't i spend half—an—hour coding. and there was this cat and dog picture i was using as a starting point for that optimisation. the images i got were so surprising to me that i shared them in internal message boards. i think the exact text was something like, ok it's 2am but how can i sleep now after seeing this. the sun never sets on the google empire. and while alex was sleeping, it was afternoon in mountain view california and the image was going viral at headquarters. the unknown engineer from the zurich lab was famous. i posted the actual code

into our internal depository and the next week there were hundreds of people playing with this, and some images started leaking externally and i've seen the reaction of people outside. like, ‘what the hell is going on, what is this?‘ a lot of people were saying that this is similar to like a hallucinogenic experiences. we do see weird things, we see weird things on lsd. some of the images from deepdream seem like hallucinogenic images and that could point to a connection between machine vision and the visual cortex. right now, machines are quite primitive, quite narrow. they can run deepdream and that's all. but we're running lots of different algorithms. we are machines, we are running

algorithms all the time. and our algorithms can run awry. we can see things that aren't there, like a face on the moon for example. look at a cloud formation and you can see things in it but there are no birds in those clouds. then, my wife came along and said let‘s print some of the things you did, like these prints here, and also there were a couple of people who were really wanting to buy prints from me. so from that point on, i decided, ok, i can probably call myself an artist as well. we know that artificial neural networks work but we're not quite sure how they work and that's a central problem in al because after all, artificial neural networks power driverless cars, as well as play a roll in the internet of things.

and if artificial intelligence takes charge of critical systems and then goes wrong, it will be crucial for us to understand what‘s going on in the layers of its brain between the inputs and the outputs, between the stimulus and the corresponding actions. we hope that this work can shed some light on internal duration of the neural networks. it‘s probably when we design control systems we should make sure that they function in the situation where even inputs can‘t be trusted and outputs malfunction. i don‘t think that we are at the stage of full understanding. maybe there will be this idea of computer psychiatry. he laughs. well, i guess we could all do with a bit of dreaming right now,

although i‘m not sure that‘s what i had in mind. yeah, that‘s way too much of a cheese dream that, isn‘t it? anyway, that is it from us for this week. as ever, you can keep up with the team of social media. find us on youtube, instagram, facebook and twitter at bbc click. thanks for watching, don‘t have nightmares and we‘ll see you soon. bye— bye. hello there. it was a very cold start to the weekend, a widespread frost, some ice around, also some freezing fog patches and some low cloud across southern areas which could linger throughout the rest of the day. we will see some sunshine around though and across the north, this thick cloud is actually rain bearing cloud thanks to a weather front pushing in off the atlantic, so it will be quite wet

for the north and west of scotland. some of that rain turning to snow over the high ground as it pushes its way further inland, but for much of northern ireland, southern scotland, england and wales, it should be dry with some sunshine although it could stay quite grey, some further freezing fog across the south and south—east. if that happens, temperatures really will struggle but it will be a cold day away from the north—west of scotland. tonight that weather front across scotland moves further southwards into northern england and pivots back round pushing more rain into western scotland, some of it could be quite heavy at times. another cold night to come particularly in the south where we have clear skies. not as cold as what we have seen in the last few nights. still cold enough for any rain falling on freezing surfaces to give an ice risk across eastern scotland, north—east england first thing tomorrow, sojust watch out for that. stays breezy and wet for the north—west of scotland, a bit of wintriness across higher ground again but for northern ireland, much of england and wales, should see the cloud tending to break up to allow some sunny spells around. not a bad day in a store and look at those temperatures, a degree or so up particularly

across northern and western areas. as we move out of sunday into monday, we‘ve got higher pressure to the south. to the north, these weather fronts will bring some pretty wet weather to north—western areas. notice the isobars on the chart, so a slightly breezy day right across the board, that wind coming off the atlantic from the west or south—west, feeding in lots of cloud, outbreaks of rain, lots into northern and western areas. and this rain could be quite heavy at times with colder air still looming close to the north and east of the country. some rain will fall as snow certainly over higher ground but a milder day to come across the board, seven to 9 degrees. best of the sunshine across south—east england. that rain spreads across the whole country as we head through tuesday and then we will see a run of northerly winds for a while. a battle of the air masses as we move through the new week, colder air always looming to the north and east, then another wedge of milder air trying to push on from the west to bring further rain at times. generally next week there will be less coldness than of late, there will be rain at times moving in off the atlantic, some of this will turn to snow, particularly on northern hills.

this is bbc news. the headlines at 4pm... queen elizabeth and the duke of edinburgh receive their covid vaccinations — buckingham palace have said. act like you have the virus. that‘s the advice in a new campaign in the uk urging people to abide by lockdown rules. a boeing 737, believed to be carrying around 60 people, has gone missing after take—off in indonesia. donald trump is banned permanently from twitter because of concerns his tweets could incite more violence. democrats reveal the draft of a new impeachment resolution against donald trump — the president elect accuses him of inciting an insurrection and endangering the security of the us. he has been an embarrassment to the country.