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_casa-italia-celebrating-the-euros-one-dish-at-a-time.jpg "Since 1976, Casa Italia have been serving up hearty Italian food in the heart of Liverpool.")
⏲ 2:0 👁 610K
_trump-supporters-double-down-on-trump-media-investments-despite-criminal-conviction-and-warnings-from-wall-street.jpg "Many Trump supporters are holding shares in Trump Media & Technology Group and, in some cases, purchasing more shares, following the former president's recent conviction in New York. Professional investors have warned against investing in TMTG, citing the company's high valuation despite its poor financial performance and the various risks it faces, including Trump's legal troubles and potential electoral outcomes. There is also a risk that Trump could cash out his shares, negatively impacting shareholders. Supporters remain unwavering in their belief in Trump and the potential of Truth Social, despite the risks.")
⏲ 0:39 👁 290K
_activitist-group-condems-fishing-ban-regulation-of-china-in-west-ph-sea.jpg "Activist group Alyansa Bantay Kapayapaan at Demokrasya (ABKD) holds a lighting rally and die-in protest in front of the Chinese Embassy in Makati City on Tuesday, June 4, to condemn the fishing ban regulation of China on June 15 inside the country's exclusive economic zone in the West Philippine Sea. (MB Video by Noel B. Pabalate)<br/><br/>Subscribe to the Manila Bulletin Online channel! - https://www.youtube.com/TheManilaBulletin<br/><br/>Visit our website at http://mb.com.ph<br/>Facebook: https://www.facebook.com/manilabulletin <br/>Twitter: https://www.twitter.com/manila_bulletin<br/>Instagram: https://instagram.com/manilabulletin<br/>Tiktok: https://www.tiktok.com/@manilabulletin<br/><br/>#ManilaBulletinOnline<br/>#ManilaBulletin<br/>#LatestNews")
⏲ 1:15 👁 5.8M
_a-wartime-themed-tea-dance-hosted-by-the-padiham-dance-group.jpg "Dancers took to the floor at this wartime themed tea dance hosted ny Padiham Dance Group to raise money for the St Vincent de Paul Society")
⏲ 2:27 👁 6.8M
_the-outrun-124-movie-124-2024-124-official-trailer.jpg "After living life on the edge in London, Rona attempts to come to terms with her troubled past. She returns to the wild| dG1fWWd6ekRRM09wT2s")
⏲ 2:4 👁 485K
_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 👁 285K
_this-was-the-most-controversial-promo-in-wwe-history.jpg "The most controversial #WWE promo ever! Paul Heymanserved truth and drama at ECW One Night Stand! Don't miss the moments that had everyone talking!#Wrestling #WWE #PaulHeyman #Drama #ECW #Edge #JBL")
⏲ 0:42 👁 165K
_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
_highlights-from-youngs-tight-win-over-kangaroos.jpg "Highlights from Young’s tight win over Kangaroos")
⏲ 1:36 👁 5.7M
_belle-mariano39s-birthday-treat-for-her-supporters-124-asap-natin-39to.jpg "Belle Mariano's birthday treat for her supporters.<br/><br/>Watch the full episodes of ASAP on iWantTFC:<br/>http://bit.ly/ASAP-iWantTFC<br/><br/>Visit our official websites! <br/>https://entertainment.abs-cbn.com/tv/shows/asap/main<br/>http://www.push.com.ph<br/><br/>Facebook: http://www.facebook.com/ABSCBNnetwork<br/>Twitter: https://twitter.com/ABSCBN <br/>Instagram: http://instagram.com/abscbn<br/><br/>Watch more ASAP videos here:<br/>Highlights - http://bit.ly/ASAPHighlights<br/>Performances - http://bit.ly/ASAPPerformances<br/><br/>#ASAPNatinTo<br/>#ASAPjunetastic<br/>#ABSCBNEntertainment")
⏲ 6:58 👁 2.6M
_the-knit-and-natter-group-nether-langwith-d-day-display-on-the-village-green.jpg "The knit and natter group, Nether Langwith D-Day display on the Village Green")
⏲ 0:41 👁 1.4M
_canada39s-navneet-dhaliwal-previews-icc-t20-world-cup-group-clash-with-ireland.jpg "Canada's Navneet Dhaliwal previews ICC T20 World Cup group clash with Ireland<br/>Nassau County International Stadium, New York, USA")
⏲ 6:7 👁 65K
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_casa-italia-celebrating-the-euros-one-dish-at-a-time.webp "Since 1976, Casa Italia have been serving up hearty Italian food in the heart of Liverpool.")
_trump-supporters-double-down-on-trump-media-investments-despite-criminal-conviction-and-warnings-from-wall-street.webp "Many Trump supporters are holding shares in Trump Media & Technology Group and, in some cases, purchasing more shares, following the former president's recent conviction in New York. Professional investors have warned against investing in TMTG, citing the company's high valuation despite its poor financial performance and the various risks it faces, including Trump's legal troubles and potential electoral outcomes. There is also a risk that Trump could cash out his shares, negatively impacting shareholders. Supporters remain unwavering in their belief in Trump and the potential of Truth Social, despite the risks.")
_activitist-group-condems-fishing-ban-regulation-of-china-in-west-ph-sea.webp "Activist group Alyansa Bantay Kapayapaan at Demokrasya (ABKD) holds a lighting rally and die-in protest in front of the Chinese Embassy in Makati City on Tuesday, June 4, to condemn the fishing ban regulation of China on June 15 inside the country's exclusive economic zone in the West Philippine Sea. (MB Video by Noel B. Pabalate)<br/><br/>Subscribe to the Manila Bulletin Online channel! - https://www.youtube.com/TheManilaBulletin<br/><br/>Visit our website at http://mb.com.ph<br/>Facebook: https://www.facebook.com/manilabulletin <br/>Twitter: https://www.twitter.com/manila_bulletin<br/>Instagram: https://instagram.com/manilabulletin<br/>Tiktok: https://www.tiktok.com/@manilabulletin<br/><br/>#ManilaBulletinOnline<br/>#ManilaBulletin<br/>#LatestNews")
_a-wartime-themed-tea-dance-hosted-by-the-padiham-dance-group.webp "Dancers took to the floor at this wartime themed tea dance hosted ny Padiham Dance Group to raise money for the St Vincent de Paul Society")
_the-outrun-124-movie-124-2024-124-official-trailer.webp "After living life on the edge in London, Rona attempts to come to terms with her troubled past. She returns to the wild| dG1fWWd6ekRRM09wT2s")
_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).")
_this-was-the-most-controversial-promo-in-wwe-history.webp "The most controversial #WWE promo ever! Paul Heymanserved truth and drama at ECW One Night Stand! Don't miss the moments that had everyone talking!#Wrestling #WWE #PaulHeyman #Drama #ECW #Edge #JBL")
_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 \")
_highlights-from-youngs-tight-win-over-kangaroos.webp "Highlights from Young’s tight win over Kangaroos")
_belle-mariano39s-birthday-treat-for-her-supporters-124-asap-natin-39to.webp "Belle Mariano's birthday treat for her supporters.<br/><br/>Watch the full episodes of ASAP on iWantTFC:<br/>http://bit.ly/ASAP-iWantTFC<br/><br/>Visit our official websites! <br/>https://entertainment.abs-cbn.com/tv/shows/asap/main<br/>http://www.push.com.ph<br/><br/>Facebook: http://www.facebook.com/ABSCBNnetwork<br/>Twitter: https://twitter.com/ABSCBN <br/>Instagram: http://instagram.com/abscbn<br/><br/>Watch more ASAP videos here:<br/>Highlights - http://bit.ly/ASAPHighlights<br/>Performances - http://bit.ly/ASAPPerformances<br/><br/>#ASAPNatinTo<br/>#ASAPjunetastic<br/>#ABSCBNEntertainment")
_the-knit-and-natter-group-nether-langwith-d-day-display-on-the-village-green.webp "The knit and natter group, Nether Langwith D-Day display on the Village Green")
_canada39s-navneet-dhaliwal-previews-icc-t20-world-cup-group-clash-with-ireland.webp "Canada's Navneet Dhaliwal previews ICC T20 World Cup group clash with Ireland<br/>Nassau County International Stadium, New York, USA")
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