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_sixteen-month-old-girl-has-heartwarming-interaction-with-horses.jpg "A sixteen-month-old girl had the sweetest interaction with these three horses. She excitedly ran up to the animals upon seeing them, and one by one the horses gathered around her. She lovingly petted and rubbed her head against them, and in turn they gently reciprocated her affection.")
⏲ 1:2 👁 15K
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.jpg "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
⏲ 5:55 👁 10K
_the-history-of-warfare-blood-and-steel-kaiserschlacht-92.jpg "For educational purposes<br/><br/>This military documentary looks at the last great German offensive of the First World War, the so-called 'Kaiserschlacht', or 'Emperor's Battle'. <br/><br/>Dubbed 'Operation Michael', this 1918 offensive saw the German Army amass 6,000 artillery pieces and a million troops to launch a devastating blow on the unsuspecting British and French lines. <br/><br/>Yet, after some of the bloodiest fighting of the entire war, and despite impressive initial German gains, the 'Kaiserschlacht' was doomed to failure as the Germans ran out of men and equipment. <br/><br/>After having broken the offensive and three years of stalemate, the Allies were able to finally defeat the German Army in the field. <br/><br/>Features archive footage, expert analysis and period imagery.")
⏲ 47:31 👁 10K
_beta-squad-charity-match-is-abandoned-before-penalty-shootout-was-due-to-take-place-as-fans-storm-onto-the-pitch-during.jpg "The YouTube charity match between Beta Squad and AMP had to be abandoned after fans stormed onto the pitch towards the end of the game.<br/><br/>With the two teams level at 6-6 at Selhurst Park, penalties were looming.<br/><br/>However, the game had to be called off as hundreds of fans entered the pitch.<br/><br/>The referee instructed players to leave the pitch, with stewards unable to bring a halt to the swarm of fans. <br/><br/>The scenes marked a sorry end to what had been an entertaining game. <br/><br/>Former Liverpool striker Daniel Sturridge had made a surprise appearance in the game.<br/><br/>The 34-year-old had an inviting opportunity to score but he was unable to find the net.<br/><br/>Sturridge made up for his miss, though, as the ex-England international eventually managed to score.<br/><br/>A mystery professional footballer stole the show as he scored a superb solo goal.<br/><br/>The Premier League player wore a black and red mask to hide his identity and found the net twice, although he also scored an own goal.<br/><br/>Proceeds from the game went to The Water Project, which provides clean water to villages across Sub-Saharan Africa.")
⏲ 1:5 👁 280K
_austin-cindric-on-getting-back-to-victory-lane-its-everything.jpg "Austin Cindric describes the emotions after making a last-lap pass while Ryan Blaney ran out of gas to get the victory at Gateway.")
⏲ 1:16 👁 120K
_wembley-stadium39s-security-will-be-asked-once-again-following-a-turbulent-champions-league-final.jpg "Major questions over Wembley Stadium's security will be asked once again following a turbulent Champions League final that saw pitch invasions and 53 arrests.<br/><br/>Real Madrid claimed a record-extending 15th Champions League last night thanks to goals from Dani Carvajal and Vinicius Jr as they defeated Borussia Dortmund 2-0 in European club football's annual flagship match, this year hosted in London. <br/><br/>But the event was soured for some before kick-off when fans were seen charging towards the iconic stadium and attempting to enter via the 'Club Wembley' entrance, before being pushed back and turned away by security.<br/><br/>A series of pitch invaders then ran across the turf unchallenged in the early minutes of the match, forcing a halt in play. One of the people who ran onto the pitch stopped to take a selfie with Real Madrid star Vinicius Junior in what appeared to be an online dare with a cash reward up for grabs.<br/><br/>Then, following the full-time whistle, exclusive footage obtained by MailOnline appeared to show fans streaming through a stadium side door as the trophy ceremony was underway.<br/><br/>These lapses came despite a £ 5 million ring of steel defense being put in place by the Football Association to avoid a repeat of England's Euro 2020 day of shame.<br/><br/>That final - held in 2021 having been delayed due to the COVID-19 pandemic - saw ticketless fans storming the gates to gain access to the stadium.<br/><br/>Footage from outside Wembley tonight showed a group of men - many of whose faces were hidden under hoods - attempting to rush the stadium entrances, in scenes reminiscent of the 2021 events, albeit not on the same scale.<br/><br/>Some could be seen getting inside the Club Wembley entrance as they broke past security but were quickly turned around.<br/><br/>As well as this, the video outside the stadium shows what appears to be men fighting on the ground.<br/><br/>To combat this, police mounted on horses rushed in as reinforcements with riot police also seen marching down the street to regain control.<br/><br/>There were chaotic scenes inside the stadium, too, when shortly after kick-off, Wembley Stadium security staff had to jump into action to remove two pitch invaders.<br/><br/>Another person then ran onto the field to the visible annoyance of some players. <br/><br/>It took four security staff to apprehend the last invader, marking a shaky start to the night. Police later said five pitch invaders had been arrested.<br/><br/>It has since been revealed that a controversial Russian streamer promised the pitch invaders who stormed the Wembley turf £300,000.<br/><br/>The troublemakers wore t-shirts promoting 'Mellstroy', a scandalous vlogger who offered the prize reward to anyone who would invade the pitch in his name. <br/><br/>In 2020, the Moscow-based streamer Andrey Burim beat up a model and smashed her head onto a table during a YouTube livestream. <br/><br/>Burim also grabbed the model, Alena Efremova, by the neck during a social media party live-streamed to his then-680,000 YouTube subscribers. <br/><br/>The attack left a traumatized Efremova")
⏲ 1:15 👁 105K
_justin-bell-film-with-jay-leno-highlights-mclaren-750s-and-celebrates-iconic-f1-gtr-at-le-mans.jpg "McLaren, the Americas has produced a short film featuring Justin Bell and Jay Leno, showcasing the capabilities of the new McLaren 750S, some 30 years after Bell’s historic drive in the McLaren F1 GTR at the 1995 24 Hours of Le Mans.<br/><br/>The film highlights the precision and technology of today’s 750S while celebrating the legacy of the McLaren F1 GTR and its success at the 24 Hours of Le Mans, which was piloted to a podium by Justin Bell, Derek Bell and co-driver Andy Wallace.<br/><br/>In the film, Leno also showcases his personal McLaren F1, renowned for its groundbreaking design and performance. At the time, the McLaren F1 represented the pinnacle of automotive engineering, as the new McLaren 750S does now. This crossover bridges the gap between McLaren’s storied racing history, and today’s supercar.<br/><br/>Said Bell of the capabilities of the 750S: “(With the F1) I had a six-speed manual, just over 600 horsepower. I had to be so delicate with the manual shift gauge. And yet here, I have these electrifying, downshifts, upshifts, from the seven-speed gearbox, that I could’ve only dreamed about back then!”<br/><br/>Bell continues: “You know how they say that the Apollo 13 mission ran on technology inferior to a modern-day iPhone? If that’s the case, then my F1 GTR from 1995, was a British red phone box, and this is a supercomputer.”<br/><br/>Leno, a legendary automobile collector and former late-night television host, said of the 750S: “I’m so impressed with McLaren as a car company because you really do feel your one with the car when you’re in there. The difference is really in driving it. … How is it different from other cars? Well, when you drive you really can tell.”<br/><br/>Watch the Justin Bell/Jay Leno x McLaren 750S Film here and look out for the final scene that, on the anniversary of McLarens famous debut at Le Mans, hints at something special to come from Justin and Derek Bell.")
⏲ 4:10 👁 40K
_berkeley-square-124-episode-04-bbc-mini-series-1998.jpg "#berkeleysquare#bbchttps://www.youtube.com/channel/UC5domZkB-eRa6BuFOO8OXaQ<br/>All on a Summer's Day: The nannies, accompanied by Ned and Matty's brother Jack, take the children on a picnic in the country. Victoria St. John prepares to entertain her lover, Captain Mason, but her sister, Lavinia, visits and disrupts her plans. During this visit, Lavinia tells Victoria that their mother has died. This distresses Victoria as she was never allowed contact with her mother after she ran away with the children's tutor.<br/>Starring:<br/>Clare Wilkie<br/>Victoria Smurfit<br/>Tabitha Wady")
⏲ 49:13 👁 40K
_1000347327.jpg "1000347327 from mask ran")
⏲ 0:24 👁 25K
_eylul-and-ali-asaf-boxing-heartbeat-episode-2.jpg "No matter how a terrible place the world is, there is always someone who proves that the good always wins. Maybe that’s the first and only chance given by a fate that has never been fair to you. The name of that chance that will change the fate of eighteen-year-old high school student Eylul (Oyku Karayel) is Ali Asaf Denizoglu (Gokhan Alkan). The story begins in a high school of a town in the Aegean region. After the two part ways, they cross paths again on the roof of Istanbul’s best hospital! The young brain surgeon Eylul tells her story while she gives a good beating to a group of bullies who raids the hospital’s emergency room. She was a rebellious girl who had changed schools many times and whom teachers didn’t want to deal with. Even when her father picked her up from the last school she got expelled from and beat her very bad, she did not shed a single teardrop. However, that day her whole life changes; the prayer of her grandmother, who ran a small hostel in Marmaris and opened her house to Eylul brings a miracle. \")
⏲ 7:7 👁 25K
_mr-beast-funny-and-entertainment-video-hindi-daube.jpg "Hi, Guys Welcome to\")
⏲ 26:44 👁 10K
_dancougar-super-beast-machine-god-124-show-124-1985-124-official-clip.jpg "Dancougar - Super Beast Machine God is a super robot anime television series. The show ran for 38 episodes from 4 April| dHNfSTVjUkZ2NWlMdnc")
⏲ 1:22 👁 10K
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_sixteen-month-old-girl-has-heartwarming-interaction-with-horses.webp "A sixteen-month-old girl had the sweetest interaction with these three horses. She excitedly ran up to the animals upon seeing them, and one by one the horses gathered around her. She lovingly petted and rubbed her head against them, and in turn they gently reciprocated her affection.")
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.webp "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
_the-history-of-warfare-blood-and-steel-kaiserschlacht-92.webp "For educational purposes<br/><br/>This military documentary looks at the last great German offensive of the First World War, the so-called 'Kaiserschlacht', or 'Emperor's Battle'. <br/><br/>Dubbed 'Operation Michael', this 1918 offensive saw the German Army amass 6,000 artillery pieces and a million troops to launch a devastating blow on the unsuspecting British and French lines. <br/><br/>Yet, after some of the bloodiest fighting of the entire war, and despite impressive initial German gains, the 'Kaiserschlacht' was doomed to failure as the Germans ran out of men and equipment. <br/><br/>After having broken the offensive and three years of stalemate, the Allies were able to finally defeat the German Army in the field. <br/><br/>Features archive footage, expert analysis and period imagery.")
_beta-squad-charity-match-is-abandoned-before-penalty-shootout-was-due-to-take-place-as-fans-storm-onto-the-pitch-during.webp "The YouTube charity match between Beta Squad and AMP had to be abandoned after fans stormed onto the pitch towards the end of the game.<br/><br/>With the two teams level at 6-6 at Selhurst Park, penalties were looming.<br/><br/>However, the game had to be called off as hundreds of fans entered the pitch.<br/><br/>The referee instructed players to leave the pitch, with stewards unable to bring a halt to the swarm of fans. <br/><br/>The scenes marked a sorry end to what had been an entertaining game. <br/><br/>Former Liverpool striker Daniel Sturridge had made a surprise appearance in the game.<br/><br/>The 34-year-old had an inviting opportunity to score but he was unable to find the net.<br/><br/>Sturridge made up for his miss, though, as the ex-England international eventually managed to score.<br/><br/>A mystery professional footballer stole the show as he scored a superb solo goal.<br/><br/>The Premier League player wore a black and red mask to hide his identity and found the net twice, although he also scored an own goal.<br/><br/>Proceeds from the game went to The Water Project, which provides clean water to villages across Sub-Saharan Africa.")
_austin-cindric-on-getting-back-to-victory-lane-its-everything.webp "Austin Cindric describes the emotions after making a last-lap pass while Ryan Blaney ran out of gas to get the victory at Gateway.")
_wembley-stadium39s-security-will-be-asked-once-again-following-a-turbulent-champions-league-final.webp "Major questions over Wembley Stadium's security will be asked once again following a turbulent Champions League final that saw pitch invasions and 53 arrests.<br/><br/>Real Madrid claimed a record-extending 15th Champions League last night thanks to goals from Dani Carvajal and Vinicius Jr as they defeated Borussia Dortmund 2-0 in European club football's annual flagship match, this year hosted in London. <br/><br/>But the event was soured for some before kick-off when fans were seen charging towards the iconic stadium and attempting to enter via the 'Club Wembley' entrance, before being pushed back and turned away by security.<br/><br/>A series of pitch invaders then ran across the turf unchallenged in the early minutes of the match, forcing a halt in play. One of the people who ran onto the pitch stopped to take a selfie with Real Madrid star Vinicius Junior in what appeared to be an online dare with a cash reward up for grabs.<br/><br/>Then, following the full-time whistle, exclusive footage obtained by MailOnline appeared to show fans streaming through a stadium side door as the trophy ceremony was underway.<br/><br/>These lapses came despite a £ 5 million ring of steel defense being put in place by the Football Association to avoid a repeat of England's Euro 2020 day of shame.<br/><br/>That final - held in 2021 having been delayed due to the COVID-19 pandemic - saw ticketless fans storming the gates to gain access to the stadium.<br/><br/>Footage from outside Wembley tonight showed a group of men - many of whose faces were hidden under hoods - attempting to rush the stadium entrances, in scenes reminiscent of the 2021 events, albeit not on the same scale.<br/><br/>Some could be seen getting inside the Club Wembley entrance as they broke past security but were quickly turned around.<br/><br/>As well as this, the video outside the stadium shows what appears to be men fighting on the ground.<br/><br/>To combat this, police mounted on horses rushed in as reinforcements with riot police also seen marching down the street to regain control.<br/><br/>There were chaotic scenes inside the stadium, too, when shortly after kick-off, Wembley Stadium security staff had to jump into action to remove two pitch invaders.<br/><br/>Another person then ran onto the field to the visible annoyance of some players. <br/><br/>It took four security staff to apprehend the last invader, marking a shaky start to the night. Police later said five pitch invaders had been arrested.<br/><br/>It has since been revealed that a controversial Russian streamer promised the pitch invaders who stormed the Wembley turf £300,000.<br/><br/>The troublemakers wore t-shirts promoting 'Mellstroy', a scandalous vlogger who offered the prize reward to anyone who would invade the pitch in his name. <br/><br/>In 2020, the Moscow-based streamer Andrey Burim beat up a model and smashed her head onto a table during a YouTube livestream. <br/><br/>Burim also grabbed the model, Alena Efremova, by the neck during a social media party live-streamed to his then-680,000 YouTube subscribers. <br/><br/>The attack left a traumatized Efremova")
_justin-bell-film-with-jay-leno-highlights-mclaren-750s-and-celebrates-iconic-f1-gtr-at-le-mans.webp "McLaren, the Americas has produced a short film featuring Justin Bell and Jay Leno, showcasing the capabilities of the new McLaren 750S, some 30 years after Bell’s historic drive in the McLaren F1 GTR at the 1995 24 Hours of Le Mans.<br/><br/>The film highlights the precision and technology of today’s 750S while celebrating the legacy of the McLaren F1 GTR and its success at the 24 Hours of Le Mans, which was piloted to a podium by Justin Bell, Derek Bell and co-driver Andy Wallace.<br/><br/>In the film, Leno also showcases his personal McLaren F1, renowned for its groundbreaking design and performance. At the time, the McLaren F1 represented the pinnacle of automotive engineering, as the new McLaren 750S does now. This crossover bridges the gap between McLaren’s storied racing history, and today’s supercar.<br/><br/>Said Bell of the capabilities of the 750S: “(With the F1) I had a six-speed manual, just over 600 horsepower. I had to be so delicate with the manual shift gauge. And yet here, I have these electrifying, downshifts, upshifts, from the seven-speed gearbox, that I could’ve only dreamed about back then!”<br/><br/>Bell continues: “You know how they say that the Apollo 13 mission ran on technology inferior to a modern-day iPhone? If that’s the case, then my F1 GTR from 1995, was a British red phone box, and this is a supercomputer.”<br/><br/>Leno, a legendary automobile collector and former late-night television host, said of the 750S: “I’m so impressed with McLaren as a car company because you really do feel your one with the car when you’re in there. The difference is really in driving it. … How is it different from other cars? Well, when you drive you really can tell.”<br/><br/>Watch the Justin Bell/Jay Leno x McLaren 750S Film here and look out for the final scene that, on the anniversary of McLarens famous debut at Le Mans, hints at something special to come from Justin and Derek Bell.")
_berkeley-square-124-episode-04-bbc-mini-series-1998.webp "#berkeleysquare#bbchttps://www.youtube.com/channel/UC5domZkB-eRa6BuFOO8OXaQ<br/>All on a Summer's Day: The nannies, accompanied by Ned and Matty's brother Jack, take the children on a picnic in the country. Victoria St. John prepares to entertain her lover, Captain Mason, but her sister, Lavinia, visits and disrupts her plans. During this visit, Lavinia tells Victoria that their mother has died. This distresses Victoria as she was never allowed contact with her mother after she ran away with the children's tutor.<br/>Starring:<br/>Clare Wilkie<br/>Victoria Smurfit<br/>Tabitha Wady")
_1000347327.webp "1000347327 from mask ran")
_eylul-and-ali-asaf-boxing-heartbeat-episode-2.webp "No matter how a terrible place the world is, there is always someone who proves that the good always wins. Maybe that’s the first and only chance given by a fate that has never been fair to you. The name of that chance that will change the fate of eighteen-year-old high school student Eylul (Oyku Karayel) is Ali Asaf Denizoglu (Gokhan Alkan). The story begins in a high school of a town in the Aegean region. After the two part ways, they cross paths again on the roof of Istanbul’s best hospital! The young brain surgeon Eylul tells her story while she gives a good beating to a group of bullies who raids the hospital’s emergency room. She was a rebellious girl who had changed schools many times and whom teachers didn’t want to deal with. Even when her father picked her up from the last school she got expelled from and beat her very bad, she did not shed a single teardrop. However, that day her whole life changes; the prayer of her grandmother, who ran a small hostel in Marmaris and opened her house to Eylul brings a miracle. \")
_mr-beast-funny-and-entertainment-video-hindi-daube.webp "Hi, Guys Welcome to\")
_dancougar-super-beast-machine-god-124-show-124-1985-124-official-clip.webp "Dancougar - Super Beast Machine God is a super robot anime television series. The show ran for 38 episodes from 4 April| dHNfSTVjUkZ2NWlMdnc")
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