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_2024-ford-pro-e-transit-custom-limited-in-aqua-blue-driving-video.jpg "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
⏲ 2:3 👁 685K
_mom39s-fart-prank-sends-the-little-one-scampering-for-safety.jpg "This mommy wanted to have some fun with her little boy, so she played a silly trick on him. She found a funny sound that made a fart noise, like a grown-up tooting!<br/><br/>When she played the sound, her little boy thought it was really his mommy who farted. He got a big surprise and didn't know what to think. He was so scared by the loud toot that he ran away to hide!<br/><br/>It sounds crazy, but sometimes toots can be pretty scary, especially to little kids!<br/>Location: Cleburne, United States<br/>WooGlobe Ref : WGA665978<br/>For licensing and to use this video, please email licensing@wooglobe.com")
⏲ 0:17 👁 485K
_youtube-delete-bado-badi-song-after-28-million-views-actress-wajdan-rao-shocking-reaction-viral.jpg "Bado Badi Song : सोशल मीडिया पर एक गाना 'आये हाय ओये होये' काफी ट्रेंड कर रहा है. लोगों को इसमें न सुर दिख रहा, न ताल. बावजूद इसके ये काफी ट्रेंड में है. इंस्टाग्राम पर इसके तमाम रील्स, मीम्स बन रहे हैं. इसमें एक शख्स के साथ एक लड़की को देखा जा सकता है. दोनों गाने पर थिरक रहे हैं. लेकिन अब ये सांग यू ट्यूब ने डिलीट करदिया है। <br/>Bado Badi Song: A song 'Aaye Haye Oye Hoye' is trending a lot on social media. People could see neither tune nor rhythm in it. Despite this, it is quite in trend. Many reels and memes are being made on Instagram. In this, a girl can be seen with a man. Both are dancing to the song. But now YouTube has deleted this song. <br/> <br/> <br/>#BadoBadiSong#chahtfatehalikhan #pakistaninews <br/><br/>~HT.318~PR.115~ED.284~")
⏲ 3:2 👁 3M
_dad-who-runs-driveway-cleaning-company-easyjetwash-in-hot-water-with-easyjet.jpg "A dad who runs a driveway cleaning business called EasyJetwash is being threatened with legal action by billionaire easyJet founder Sir Stelios Haji-Ioannou. <br/><br/>Jozsef Spekker, 43, charges around £100 to pressure wash people's drives, patios, garden paths and conservatories.<br/><br/>He has run his one-man business for three years but is now in hot water with easyGroup, which is owned by budget airline boss Sir Stelios.<br/><br/>The multinational venture capital conglomerate - worth billions - has written to Jozsef ordering him to rebrand his business or face a costly legal battle.<br/><br/>Jozsef, from Newcastle-under-Lyme, Staffs., said: “They explained how my branding was very harmful for their business. <br/><br/>“They wanted me to take all the branding off Facebook and social media, and close it <br/>down. <br/><br/>“If I do what they want me to do I have to close the business. I’d have to start again. <br/><br/>“The first two years I spent a lot of money on advertisements. <br/><br/>“I have hundreds of videos on YouTube, a ten minute video takes a long time to edit. I have at least 160 videos. People like to watch them. <br/><br/>“It’s mainly the word easy which is the problem. I call myself EasyJetwash. <br/><br/>“If you go through most of my social posts I higher case Easy and Jet. <br/><br/>“I try and keep it obvious that we are nothing to do with easyJet. <br/><br/>“They are hanging on to the word ‘easy’, saying that I am trying to confuse their customers into believing I am part of their group. <br/><br/>“I look very, very different. <br/><br/>“All the business I do, they don’t offer. <br/><br/>“The whole idea of calling my business EasyJetwash is that I made hard physical work very easy with the right equipment and it is really simple and easy to do.<br/><br/>“They [easyJet) don’t offer any exterior cleaning or building restoration, which I do. <br/><br/>“Which is why my trademark was accepted. They didn’t challenge my trademark. <br/><br/>“I am totally scared. Who am I compared to a multi-billion pound corporation? <br/><br/>“Just a few weeks ago I paid off £800 on my credit card and I have no savings. I can’t fight them in the court.”<br/><br/>Jozsef applied to trademark his company name and was approved in April 2022.<br/><br/>The Hungarian-born business owner, who suffers from degenerative arthritis, says the stress has left him feeling “worried I’ll lose everything”.<br/><br/>He added: \")
⏲ 4:44 👁 3M
_disney-park-goers-shared-some-of-the-obscene-things-theyve-seen-at-disneyland-and-there-are-some-common-themes.jpg "When you go to a place like Disneyland, where tens of thousands of people go every day, you’re bound to have to deal with all sorts of crazy things from different people. You can have wonderful moments when a stranger does something nice for you, but you can also have frustrating moments with tired and angry people. And then there are the gross things you’ll see that you wish you never had to witness.<br/><br/>If you’ve spent any considerable amount of time in a theme park, or just been unlucky, you may have witnessed some pretty awful stuff. A recent Reddit thread is highlighting the grossing thing people have seen at Disneyland specifically, and while there are all sorts of terrible things, I’m noticing three recurring themes.")
⏲ 2:6 👁 120K
_world-premiere-of-the-new-volkswagen-golf-gti-clubsport.jpg "The new Golf GTI Clubsport was unveiled on the Ring Boulevard at the legendary race track in the Eifel region in front of an enthusiastic crowd of motorsport fans. They were the first to get a look at the new enhanced model which, with its completely redesigned front end, now looks even more powerful and distinctive. The standard LED Plus headlights have been revamped. For the first time, the vehicle also features the illuminated VW logo at the front. A large roof spoiler at the rear ensures maximum downforce. The LED tail light clusters have also been redesigned.<br/><br/>Designed for performance inside and out. The 19-inch Queenstown alloy wheels are also new. With their striking design of five oval semi-circles, they evoke the classic Detroit wheel, which was introduced for the fifth-generation Golf GTI. As a further option, the Golf GTI Clubsport can now be configured with the new 19-inch Warmenau forged wheel. With a weight of only eight kilograms per wheel rim, the forged wheels reduce the unsprung masses and thus optimise performance. The Golf GTI Clubsport’s various functions and systems are coordinated using a newly developed multifunction leather sports steering wheel and a new infotainment system. It is intuitive and makes it possible for the driver to concentrate even better on the road ahead. The new top-of-the-range GTI model also features the new IDA voice assistant with ChatGPT integration.")
⏲ 1:13 👁 320K
_cute-cat-shorts-and-viral-reels-follow-me-friends-please-support-my-channel-viral-reels-fun4k-funny-kids-usa.jpg "cute cat,<br/>cute cat 999,<br/>cute cat 91,<br/>cat cute cat 777,<br/>cute cat dancing 5 hours,<br/>top 5 cute cat,<br/>funny cat 5,<br/>cute cat 520,<br/>cute cat for sale,<br/>funny cat 49,<br/>funny cat 4,<br/>funny cat 4k,<br/>cute cat 4k,<br/>cute cat videos 30 seconds,<br/>cute pocket cat 3d,<br/>cute pocket cat and puppy 3d,<br/>3d cute cat,<br/>3 cute cats,<br/>funny cat 3d,<br/>funny cat 3,<br/>cute cat 3d model,<br/>cute cat 3d,<br/>cute cat humidifier 250ml,<br/>cute cat videos 2023,<br/>cute cat videos funny cat videos 2022,<br/>2 cute cats,<br/>funny cat 2024,<br/>cute cat 2022,<br/>cute cat 2023,<br/>cute cat 2024,<br/>top 10 cute cat breeds,<br/>top 10 cute cat names,<br/>top 10 cute cat in the world,<br/>cute cat 123,<br/>cute cat 1 hour,<br/>funny cat zoom meeting,<br/>funny cat zoomies,<br/>cute cats zone,<br/>how do you draw a cute cat,<br/>youtube cute cat,<br/>yellow cute cat,<br/>cute cat yellow,<br/>cute cat youtube,<br/>cute cat youtube channel,<br/>cute cat youtube shorts,<br/>cute cat yawn,<br/>catnap x dogday cute,<br/>cat cute cat,<br/>world cute cat,<br/>cute cat with big eyes,<br/>cute cat wallpaper photo,<br/>cute cat whatsapp status,<br/>you're so cute cat,<br/>cute cat wednesday lady gaga,<br/>your cute cat sister,<br/>cute cat wednesday dance,<br/>cute cat wants attention,<br/>cute cat walking,<br/>cute cat was taken away,<br/>cute cat wallpaper,<br/>cute cat videos funny shorts,<br/>cute cat videos shorts,<br/>cute cat videos 1 hour,<br/>cute cat video rick roll,<br/>cute cat videos compilation,<br/>cute cat voice,<br/>cute cat videos meowing,<br/>cute cat under blanket,<br/>cute cat uwu,<br/>cute cat unicorn drawing,<br/>cute cat usernames,<br/>cute cat trying to tell me something,<br/>cute cat tree,<br/>cute cat things,<br/>yo bro who got you smiling like that cute cat,<br/>cute cat talking to human,<br/>yoongi cute cat moments,<br/>you are so cute cat,<br/>cute cat to draw,<br/>cute cat toys,<br/>cute cat tiktok compilation,<br/>your month your cute cat,<br/>zig and sharko cute cat,<br/>zoonomaly smile cat cute,<br/>cute cat tiktok,<br/>zombie apocalypse cute cat,<br/>cute cat talking,<br/>ysn cute cat,<br/>zig and sharko in hindi cute cat,<br/>cute cat sound effect,<br/>cute cat screaming,<br/>cute cat song tiktok,<br/>cute cat short video,<br/>cute cat singing,<br/>cute cat sleeping,<br/>cute cat story,<br/>cute cat sounds,<br/>cute cat ragdoll,<br/>cute cat running,<br/>cute cat roblox image id,<br/>cute cat ringtone,<br/>cute cat roblox avatar,<br/>zara cute cat,<br/>cute cat reaction,<br/>cute cat rescue,<br/>cute cat reels,<br/>cute cat rickroll,<br/>cute cat quotes,<br/>zayden cute cat,<br/>cute cat queen,<br/>cute cat price in bangladesh,<br/>xqc cute cat,<br/>#cr7 #cat #viral #cute #video #ternding #ai x89k why,<br/>cute cat and dog shorts,<br/>cute cat and dog drawing,<br/>cute cat and puppy world,<br/>cute cat and kitten,<br/>funny cat xmas,<br/>wishes status cute cat,<br/>wish status new whatsapp status cute cat #shorts,<br/>white colour cute cat,<br/>whatsapp status cute cat,<br/>wallpaper cute cat,<br/>white cute cat,<br/>very cute cat photos,<br/>viral cute cat,<br/>very small cute cat,<br/>very cute cat drawing,<br/>very cute cat videos,<br/>very cute cat,<br/>among us cute cat,<br/>uwu cute cat,<br/>unicorn cute cat,<br/>ultra cute cat,<br/>ugly cute cat,<br/>cute unique cat names,<br/>the cute cat videos,<br/>tiktok cute cat song,<br/>the most cute cat,<br/>to draw a cute cat,<br/>#trending #viral_Reels #videos #viral #followme #pleasessup")
⏲ 0:22 👁 105K
_the-new-bmw-330e-touring-design-preview.jpg "For almost 50 years now, the BMW 3 Series has represented the core of the BMW brand. It epitomises sporty driving pleasure in the premium midsize class and has made significant contributions to design, driving dynamics and technological innovations in this segment time and again across what is now seven model generations. The character of the current-generation BMW 3 Series has likewise provided a case study in unwavering progress at work. The extensive revisions already introduced for model year 2022 in the areas of design, powertrain, digitalisation and equipment will now be followed up with a fresh package of updates that take the cars’ visual appeal and cutting-edge modernity to new levels. New high-voltage batteries increase the electric range of the plug-in-hybrid models to a maximum 101 kilometres (63 miles) in the WLTP cycle. New chassis tuning further enhances the balance between sporting potency and comfort. And when it comes to digitalisation in the new BMW 3 Series Sedan and new BMW 3 Series Touring, BMW Operating System 8.5 provides the basis for extremely intuitive and comfortable operation – via the upgraded BMW iDrive with QuickSelect – and for extended navigation functions including Augmented View.<br/><br/>These new technological advances are accompanied by precise design modifications for the exterior and interior. New exterior paint finishes and light-alloy wheels accentuate the aura of sporting elegance radiated by the Sedan and Touring. In the interior, the newly designed steering wheels and instrument panel, plus sophisticated equipment features such as the CraftedClarity glass applications, deliver driving pleasure in an ambience of premium modernity.<br/><br/>The new BMW 3 Series Sedan and new BMW 3 Series Touring will be launched worldwide with a production phase-in in July 2024. Both models will be built at BMW Group Plant Munich. The BMW 3 Series Sedan will also be produced at BMW Group Plant San Luis Potosí in Mexico. The new BMW 3 Series Sedan for the Chinese market will be produced at the Tiexi plant in Shenyang operated by the joint venture BMW Brilliance Automotive (BBA).")
⏲ 2:26 👁 295K
_kroos-and-reus-will-leave-lasting-legacies-brandt.jpg "Julian Brandt says that the retiring pair of Marco Reus and Toni Kroos are role models for German football.")
⏲ 1:13 👁 120K
_pm-denies-he39s-a-39liar39-after-his-tax-claims-about-labour.jpg "Rishi Sunak has denied Keir Starmer's accusation that the Prime Minister lied about Labour's tax plans, in an exclusive interview with ITV's Tonight programme. <br/> <br/>Asked whether he was willing to lie in order to stay in power, Mr Sunak said \")
⏲ 1:26 👁 90K
_hundreds-queue-for-39britain39s-cheapest-fish-and-chips39-being-sold-for-a-penny.jpg "Hundreds of people queued up today (Thurs) to get their hands on 'Britain's cheapest fish and chips' - for just a PENNY.<br/><br/>Merchants Fish and Chips in Halesowen, West Mids., offered the \")
⏲ 1:47 👁 100K
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.jpg "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
⏲ 4:9 👁 75K
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_2024-ford-pro-e-transit-custom-limited-in-aqua-blue-driving-video.webp "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
_mom39s-fart-prank-sends-the-little-one-scampering-for-safety.webp "This mommy wanted to have some fun with her little boy, so she played a silly trick on him. She found a funny sound that made a fart noise, like a grown-up tooting!<br/><br/>When she played the sound, her little boy thought it was really his mommy who farted. He got a big surprise and didn't know what to think. He was so scared by the loud toot that he ran away to hide!<br/><br/>It sounds crazy, but sometimes toots can be pretty scary, especially to little kids!<br/>Location: Cleburne, United States<br/>WooGlobe Ref : WGA665978<br/>For licensing and to use this video, please email licensing@wooglobe.com")
_youtube-delete-bado-badi-song-after-28-million-views-actress-wajdan-rao-shocking-reaction-viral.webp "Bado Badi Song : सोशल मीडिया पर एक गाना 'आये हाय ओये होये' काफी ट्रेंड कर रहा है. लोगों को इसमें न सुर दिख रहा, न ताल. बावजूद इसके ये काफी ट्रेंड में है. इंस्टाग्राम पर इसके तमाम रील्स, मीम्स बन रहे हैं. इसमें एक शख्स के साथ एक लड़की को देखा जा सकता है. दोनों गाने पर थिरक रहे हैं. लेकिन अब ये सांग यू ट्यूब ने डिलीट करदिया है। <br/>Bado Badi Song: A song 'Aaye Haye Oye Hoye' is trending a lot on social media. People could see neither tune nor rhythm in it. Despite this, it is quite in trend. Many reels and memes are being made on Instagram. In this, a girl can be seen with a man. Both are dancing to the song. But now YouTube has deleted this song. <br/> <br/> <br/>#BadoBadiSong#chahtfatehalikhan #pakistaninews <br/><br/>~HT.318~PR.115~ED.284~")
_dad-who-runs-driveway-cleaning-company-easyjetwash-in-hot-water-with-easyjet.webp "A dad who runs a driveway cleaning business called EasyJetwash is being threatened with legal action by billionaire easyJet founder Sir Stelios Haji-Ioannou. <br/><br/>Jozsef Spekker, 43, charges around £100 to pressure wash people's drives, patios, garden paths and conservatories.<br/><br/>He has run his one-man business for three years but is now in hot water with easyGroup, which is owned by budget airline boss Sir Stelios.<br/><br/>The multinational venture capital conglomerate - worth billions - has written to Jozsef ordering him to rebrand his business or face a costly legal battle.<br/><br/>Jozsef, from Newcastle-under-Lyme, Staffs., said: “They explained how my branding was very harmful for their business. <br/><br/>“They wanted me to take all the branding off Facebook and social media, and close it <br/>down. <br/><br/>“If I do what they want me to do I have to close the business. I’d have to start again. <br/><br/>“The first two years I spent a lot of money on advertisements. <br/><br/>“I have hundreds of videos on YouTube, a ten minute video takes a long time to edit. I have at least 160 videos. People like to watch them. <br/><br/>“It’s mainly the word easy which is the problem. I call myself EasyJetwash. <br/><br/>“If you go through most of my social posts I higher case Easy and Jet. <br/><br/>“I try and keep it obvious that we are nothing to do with easyJet. <br/><br/>“They are hanging on to the word ‘easy’, saying that I am trying to confuse their customers into believing I am part of their group. <br/><br/>“I look very, very different. <br/><br/>“All the business I do, they don’t offer. <br/><br/>“The whole idea of calling my business EasyJetwash is that I made hard physical work very easy with the right equipment and it is really simple and easy to do.<br/><br/>“They [easyJet) don’t offer any exterior cleaning or building restoration, which I do. <br/><br/>“Which is why my trademark was accepted. They didn’t challenge my trademark. <br/><br/>“I am totally scared. Who am I compared to a multi-billion pound corporation? <br/><br/>“Just a few weeks ago I paid off £800 on my credit card and I have no savings. I can’t fight them in the court.”<br/><br/>Jozsef applied to trademark his company name and was approved in April 2022.<br/><br/>The Hungarian-born business owner, who suffers from degenerative arthritis, says the stress has left him feeling “worried I’ll lose everything”.<br/><br/>He added: \")
_disney-park-goers-shared-some-of-the-obscene-things-theyve-seen-at-disneyland-and-there-are-some-common-themes.webp "When you go to a place like Disneyland, where tens of thousands of people go every day, you’re bound to have to deal with all sorts of crazy things from different people. You can have wonderful moments when a stranger does something nice for you, but you can also have frustrating moments with tired and angry people. And then there are the gross things you’ll see that you wish you never had to witness.<br/><br/>If you’ve spent any considerable amount of time in a theme park, or just been unlucky, you may have witnessed some pretty awful stuff. A recent Reddit thread is highlighting the grossing thing people have seen at Disneyland specifically, and while there are all sorts of terrible things, I’m noticing three recurring themes.")
_world-premiere-of-the-new-volkswagen-golf-gti-clubsport.webp "The new Golf GTI Clubsport was unveiled on the Ring Boulevard at the legendary race track in the Eifel region in front of an enthusiastic crowd of motorsport fans. They were the first to get a look at the new enhanced model which, with its completely redesigned front end, now looks even more powerful and distinctive. The standard LED Plus headlights have been revamped. For the first time, the vehicle also features the illuminated VW logo at the front. A large roof spoiler at the rear ensures maximum downforce. The LED tail light clusters have also been redesigned.<br/><br/>Designed for performance inside and out. The 19-inch Queenstown alloy wheels are also new. With their striking design of five oval semi-circles, they evoke the classic Detroit wheel, which was introduced for the fifth-generation Golf GTI. As a further option, the Golf GTI Clubsport can now be configured with the new 19-inch Warmenau forged wheel. With a weight of only eight kilograms per wheel rim, the forged wheels reduce the unsprung masses and thus optimise performance. The Golf GTI Clubsport’s various functions and systems are coordinated using a newly developed multifunction leather sports steering wheel and a new infotainment system. It is intuitive and makes it possible for the driver to concentrate even better on the road ahead. The new top-of-the-range GTI model also features the new IDA voice assistant with ChatGPT integration.")
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_the-new-bmw-330e-touring-design-preview.webp "For almost 50 years now, the BMW 3 Series has represented the core of the BMW brand. It epitomises sporty driving pleasure in the premium midsize class and has made significant contributions to design, driving dynamics and technological innovations in this segment time and again across what is now seven model generations. The character of the current-generation BMW 3 Series has likewise provided a case study in unwavering progress at work. The extensive revisions already introduced for model year 2022 in the areas of design, powertrain, digitalisation and equipment will now be followed up with a fresh package of updates that take the cars’ visual appeal and cutting-edge modernity to new levels. New high-voltage batteries increase the electric range of the plug-in-hybrid models to a maximum 101 kilometres (63 miles) in the WLTP cycle. New chassis tuning further enhances the balance between sporting potency and comfort. And when it comes to digitalisation in the new BMW 3 Series Sedan and new BMW 3 Series Touring, BMW Operating System 8.5 provides the basis for extremely intuitive and comfortable operation – via the upgraded BMW iDrive with QuickSelect – and for extended navigation functions including Augmented View.<br/><br/>These new technological advances are accompanied by precise design modifications for the exterior and interior. New exterior paint finishes and light-alloy wheels accentuate the aura of sporting elegance radiated by the Sedan and Touring. In the interior, the newly designed steering wheels and instrument panel, plus sophisticated equipment features such as the CraftedClarity glass applications, deliver driving pleasure in an ambience of premium modernity.<br/><br/>The new BMW 3 Series Sedan and new BMW 3 Series Touring will be launched worldwide with a production phase-in in July 2024. Both models will be built at BMW Group Plant Munich. The BMW 3 Series Sedan will also be produced at BMW Group Plant San Luis Potosí in Mexico. The new BMW 3 Series Sedan for the Chinese market will be produced at the Tiexi plant in Shenyang operated by the joint venture BMW Brilliance Automotive (BBA).")
_kroos-and-reus-will-leave-lasting-legacies-brandt.webp "Julian Brandt says that the retiring pair of Marco Reus and Toni Kroos are role models for German football.")
_pm-denies-he39s-a-39liar39-after-his-tax-claims-about-labour.webp "Rishi Sunak has denied Keir Starmer's accusation that the Prime Minister lied about Labour's tax plans, in an exclusive interview with ITV's Tonight programme. <br/> <br/>Asked whether he was willing to lie in order to stay in power, Mr Sunak said \")
_hundreds-queue-for-39britain39s-cheapest-fish-and-chips39-being-sold-for-a-penny.webp "Hundreds of people queued up today (Thurs) to get their hands on 'Britain's cheapest fish and chips' - for just a PENNY.<br/><br/>Merchants Fish and Chips in Halesowen, West Mids., offered the \")
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.webp "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
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