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_tory-canvasser-removes-labour-leaflet-from-letterbox.jpg "Doorbell footage shows the moment a Tory canvasser was caught on camera removing a Labour Party pamphlet from a letterbox.")
⏲ 1:8 👁 2.2M
_mansion-of-the-doomed-124-movie-124-1976-124-official-trailer.jpg "An insane surgeon finds himself up to his armpits in eyeballs after guilt prompts him to begin removing the eyes of abdu | dG1fRnpRNzlneFhGekE")
⏲ 1:42 👁 95K
_brad-pitt-and-angelina-jolie39s-daughter-shiloh-reportedly-legally-changed-her-name.jpg "Brad Pitt and Angelina Jolie's daughter Shiloh has reportedly filed official paperwork in a bid to legally change her name by removing her dad's surname 'Pitt' to become Shiloh Jolie.")
⏲ 1:40 👁 12.2M
_china-released-color-images-of-mars-captured-by-orbiter.jpg "Color images of the Red Planet captured by the Tianwen-1 orbiter have been released by the China National Space Administration (CNSA) and the Chinese Academy of Sciences (CAS). <br/><br/>Credit: China Central Television / CNSA / CAS")
⏲ 1:13 👁 80K
_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
_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 👁 85K
_we-just-realized-miley-cyrus-wild-grammys-dress-was-made-of-14000-safety-pins-and-now-im-even-more-shook.jpg "When Miley Cyrus showed up at the 2024 Grammys, her out-there red carpet look was both dense and barely-there, a dichotomy that made the outfit feel tough and delicate at the same time. Cyrus has now shared more about the look and how it came together. We feel silly saying this, but we had no idea the dress was made out of safety pins. 14,000 safety pins, to be exact. <br/><br/>Cyrus opened up about the look in a post on Instagram, noting how some of the intensive details on the ‘fit came together. Maison Margiela was responsible for crafting the design, which is one of several the pop singer sported during the event, as she also performed onstage and accepted awards for Best Record and Pop Solo Performance.")
⏲ 1:4 👁 265K
_prince-harrys-statement-slamming-abuse-wife-duchess-meghan-faced-removed-from-royal-family-site.jpg "After admitting his declaration left his father King Charles and older brother Prince William “furious”, Prince Harry’s raging statement slamming the “abuse and harassment” he says his wife Meghan, Duchess of Sussex experienced when they started dating has been quietly stripped from the royal family’s website.")
⏲ 1:35 👁 70K
_date-a-live-season-5-ep-8-english-sub.jpg "Watermark made by me<br/>\")
⏲ 23:40 👁 360K
_majority-of-women-care-more-about-being-healthy-than-beautiful.jpg "Eight in 10 women prioritize feeling healthy over looking beautiful, according to new research.<br/><br/>A poll of 2,000 American women revealed that improving both their mental/emotional health (33%) and physical health (33%) makes them feel more beautiful than improving their physical appearance (22%).<br/><br/>Conducted by Talker Research on behalf ofDoctor’s Best, the survey revealed that eight in 10 (79%) agree that if they feel healthy on the inside they will feel more beautiful on the outside.<br/><br/>Women are also feeling an average of eight years younger than their actual age, according to the survey.")
⏲ 1:19 👁 50K
_dream-lover-1993-6-2-124-drama-mystery-thriller.jpg "Dream Lover: Directed by Nicholas Kazan. With James Spader, Mädchen Amick, Fredric Lehne, Bess Armstrong. A successful businessman tries to uncover what is wrong with his wife.<br/>Release date: May 06, 1994<br/>Duration: 01:43:00<br/>Director: Nicholas Kazan<br/>Actors: James SpaderMädchen AmickBess Armstrong …<br/>Rating: 6.2/10 - 6.11K votes<br/><br/><br/><br/>#DreamLover #1993Film #Drama #Mystery #Thriller #JamesSpader #MädchenAmick #FredricLehne #BessArmstrong #90sCinema #PsychologicalThriller #ClassicDrama #MovieReview #SuspensefulFilm #FilmIndustry #CinematicExperience #EmotionalStorytelling #1993Movie #CinematicTension #ClassicThriller #EmotionalMoments #CinemaHistory #CinematicDrama #MysteryThriller #IntenseMoments #CinematicExploration #EmotionalFilm #PsychologicalDrama #FilmHighlights #CinematicMystery #90sThriller #90sDrama #SuspenseClassics #FilmExploration #Classic90sFilm #CinematicSuspense #MovieDrama #PsychologicalSuspense #ThrillerGems #FilmStorytelling #1990sClassic #ClassicMystery #MovieHighlights #EmotionalGems #ClassicCinema #ThrillerClassics #CinematicGems #EmotionalDrama")
⏲ 1:39:9 👁 325K
_liver-function-failure-amp-disease.jpg "The liver is the second largest organ in the body. It can regrow itself and remove toxins from the blood.")
⏲ 2:6 👁 95K
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_tory-canvasser-removes-labour-leaflet-from-letterbox.webp "Doorbell footage shows the moment a Tory canvasser was caught on camera removing a Labour Party pamphlet from a letterbox.")
_mansion-of-the-doomed-124-movie-124-1976-124-official-trailer.webp "An insane surgeon finds himself up to his armpits in eyeballs after guilt prompts him to begin removing the eyes of abdu | dG1fRnpRNzlneFhGekE")
_brad-pitt-and-angelina-jolie39s-daughter-shiloh-reportedly-legally-changed-her-name.webp "Brad Pitt and Angelina Jolie's daughter Shiloh has reportedly filed official paperwork in a bid to legally change her name by removing her dad's surname 'Pitt' to become Shiloh Jolie.")
_china-released-color-images-of-mars-captured-by-orbiter.webp "Color images of the Red Planet captured by the Tianwen-1 orbiter have been released by the China National Space Administration (CNSA) and the Chinese Academy of Sciences (CAS). <br/><br/>Credit: China Central Television / CNSA / CAS")
_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 \")
_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")
_we-just-realized-miley-cyrus-wild-grammys-dress-was-made-of-14000-safety-pins-and-now-im-even-more-shook.webp "When Miley Cyrus showed up at the 2024 Grammys, her out-there red carpet look was both dense and barely-there, a dichotomy that made the outfit feel tough and delicate at the same time. Cyrus has now shared more about the look and how it came together. We feel silly saying this, but we had no idea the dress was made out of safety pins. 14,000 safety pins, to be exact. <br/><br/>Cyrus opened up about the look in a post on Instagram, noting how some of the intensive details on the ‘fit came together. Maison Margiela was responsible for crafting the design, which is one of several the pop singer sported during the event, as she also performed onstage and accepted awards for Best Record and Pop Solo Performance.")
_prince-harrys-statement-slamming-abuse-wife-duchess-meghan-faced-removed-from-royal-family-site.webp "After admitting his declaration left his father King Charles and older brother Prince William “furious”, Prince Harry’s raging statement slamming the “abuse and harassment” he says his wife Meghan, Duchess of Sussex experienced when they started dating has been quietly stripped from the royal family’s website.")
_date-a-live-season-5-ep-8-english-sub.webp "Watermark made by me<br/>\")
_majority-of-women-care-more-about-being-healthy-than-beautiful.webp "Eight in 10 women prioritize feeling healthy over looking beautiful, according to new research.<br/><br/>A poll of 2,000 American women revealed that improving both their mental/emotional health (33%) and physical health (33%) makes them feel more beautiful than improving their physical appearance (22%).<br/><br/>Conducted by Talker Research on behalf ofDoctor’s Best, the survey revealed that eight in 10 (79%) agree that if they feel healthy on the inside they will feel more beautiful on the outside.<br/><br/>Women are also feeling an average of eight years younger than their actual age, according to the survey.")
_dream-lover-1993-6-2-124-drama-mystery-thriller.webp "Dream Lover: Directed by Nicholas Kazan. With James Spader, Mädchen Amick, Fredric Lehne, Bess Armstrong. A successful businessman tries to uncover what is wrong with his wife.<br/>Release date: May 06, 1994<br/>Duration: 01:43:00<br/>Director: Nicholas Kazan<br/>Actors: James SpaderMädchen AmickBess Armstrong …<br/>Rating: 6.2/10 - 6.11K votes<br/><br/><br/><br/>#DreamLover #1993Film #Drama #Mystery #Thriller #JamesSpader #MädchenAmick #FredricLehne #BessArmstrong #90sCinema #PsychologicalThriller #ClassicDrama #MovieReview #SuspensefulFilm #FilmIndustry #CinematicExperience #EmotionalStorytelling #1993Movie #CinematicTension #ClassicThriller #EmotionalMoments #CinemaHistory #CinematicDrama #MysteryThriller #IntenseMoments #CinematicExploration #EmotionalFilm #PsychologicalDrama #FilmHighlights #CinematicMystery #90sThriller #90sDrama #SuspenseClassics #FilmExploration #Classic90sFilm #CinematicSuspense #MovieDrama #PsychologicalSuspense #ThrillerGems #FilmStorytelling #1990sClassic #ClassicMystery #MovieHighlights #EmotionalGems #ClassicCinema #ThrillerClassics #CinematicGems #EmotionalDrama")
_liver-function-failure-amp-disease.webp "The liver is the second largest organ in the body. It can regrow itself and remove toxins from the blood.")
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