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_sci-fi-short-film-92.jpg "During a civil war between humans and androids, In the year 2090, a robotics engineer tries to bring her fallen lover back to life.<br/><br/>\")
⏲ 9:51 👁 105K
_cardinals-edge-out-the-phillies-in-extra-innings-5-4-on-sunday.jpg "Cardinals Edge Out the Phillies in Extra Innings 5-4 on Sunday from هاتف s7 edge في 2023")
⏲ 1:31 👁 9.1M
_.jpg "from هاتف s7 edge في 2023")
⏲ 0:0
_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
_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 👁 370K
_sunak-edges-first-tv-debate-by-a-whisker-a-politics-expert-explains.jpg "Analysis from Dr Steve McCabe, Associate Professor at Birmingham City University.")
⏲ 2:0 👁 125K
_victory-royale-action-witness-avatar-event-battles-unfold-in-fortnite-gameplay-no-commentary.jpg "Victory Royale Action: Witness Avatar Event 3 Battles Unfold in Fortnite!<br/><br/>Join us live as we dive into the heart of Fortnite Chapter 5 Season 2, unleashing Zero Build madness on the island!<br/>In the heart of Fortnite's ever-evolving island, a new chapter unfolds with the arrival of Season 2 in Chapter 5. Welcome to the battleground where every move, every decision, could mean the difference between victory and defeat. Join us on an exhilarating journey as we dive into the adrenaline-fueled world of Fortnite zero build Chapter 5 Season 2 live gameplay.<br/><br/>As seasoned Fortnite enthusiasts, we bring you the latest and most thrilling adventures from the frontlines of the Battle Royale. Our live gameplay sessions offer a firsthand look at the intense action, strategic maneuvers, and pulse-pounding battles that define the Fortnite experience.<br/><br/>With zero build tactics at the forefront of our strategy, we embark on each match with determination and precision. From the moment we drop onto the island, our focus is unwavering as we scavenge for weapons, resources, and crucial loot to bolster our chances of survival.<br/><br/>But survival is just the beginning. As the storm closes in and the circle shrinks, we must adapt and overcome the ever-present threat of enemy players. With each encounter, our skills are put to the test as we engage in intense firefights, build-offs, and tactical skirmishes.<br/><br/>But it's not just about survival – it's about domination. With our zero build approach, we aim not only to outlast our opponents but to outplay them at every turn. Whether we're securing high ground, ambushing unsuspecting foes, or outmaneuvering them in close-quarters combat, our goal remains the same: Victory Royale.<br/><br/>And the thrill of victory is unparalleled. As the final moments of each match unfold, tension mounts, adrenaline surges, and every decision becomes critical. But with skill, teamwork, and a bit of luck on our side, we emerge triumphant time and time again, claiming Victory Royales that will go down in Fortnite history.<br/><br/>But our journey is far from over. With each match, we learn, adapt, and evolve, honing our skills and refining our strategies for the challenges that lie ahead. And with the ever-changing landscape of Fortnite Chapter 5 Season 2, there's always something new to discover, explore, and conquer.<br/><br/>So join us as we embark on this epic adventure together. Subscribe to our channel, tune in to our live streams, and experience the excitement of Fortnite zero build Chapter 5 Season 2 live gameplay like never before. The island awaits – are you ready to conquer it?<br/><br/>In conclusion, our Fortnite zero build Chapter 5 Season 2 live gameplay sessions offer an immersive and action-packed experience that showcases the excitement, intensity, and thrill of the Battle Royale. With our focus on zero build tactics, we strive for Victory Royales in every match, delivering unforgettable moments that keep viewers on the edge of their seats. Join us on this epic journey")
⏲ 23:55 👁 95K
_love-island-unseen-bits-s7-episode-1.jpg "Love Island Unseen Bits S7 Episode 1")
⏲ 45:10 👁 45K
_4tysix-music-ai-edge-of-the-storm-official-music-video.jpg "\")
⏲ 2:39 👁 45K
_sunak-edges-first-tv-debate-by-a-whisker-a-politics-expert-explains.jpg "Analysis from Dr Steve McCabe, Associate Professor at Birmingham City University.")
⏲ 2:0 👁 2.2M
_australia-v-england-head-to-head.jpg "England has the edge over Australia in recent T20 meetings, as the rivalry is renewed in Barbados.")
⏲ 1:5 👁 40K
_gta-5-crazy-supercar-stunt-race-75.jpg "Welcome to Xpert Gamer – Your premier destination for action-packed GTA 5 gameplay, thrilling car chases, and epic stunts! <br/><br/>Dive into the immersive world of Grand Theft Auto V, where chaos, excitement, and adventure await at every corner. Our channel is dedicated to bringing you the best GTA 5 content, from jaw-dropping car crashes to daring heists and everything in between.<br/><br/> Epic Car Crashes: Witness high-speed collisions, explosive accidents, and spectacular destruction as we push the limits of GTA 5’s physics engine.<br/><br/> Explosive Action: Get ready for non-stop action with intense firefights, high-stakes missions, and adrenaline-pumping gameplay that will keep you on the edge of your seat.<br/><br/> Police Chases: Experience the thrill of outrunning the cops in high-speed pursuits that test your driving skills and nerve.<br/><br/>️ Stunts & Tricks: Watch as we perform gravity-defying stunts, insane jumps, and incredible tricks that showcase our mastery of GTA 5.<br/><br/> Heists & Missions: Follow along as we execute meticulously planned heists and complete challenging missions to rise to the top of Los Santos' criminal underworld.<br/><br/> Viewer Requests: Have a specific scenario or challenge you want to see? Drop your suggestions in the comments, and we might feature it in our next video!<br/><br/>Join our community of gamers and GTA enthusiasts! Hit the subscribe button, ring the bell for notifications, and smash that like button to stay updated on our latest videos. Don't forget to share our content and leave a comment to let us know what you think!<br/><br/> Connect with Us: Follow us on social media for behind-the-scenes content, sneak peeks, and exclusive updates!<br/><br/>Keywords: GTA 5, Grand Theft Auto V, GTA V gameplay, GTA 5 car crashes, GTA 5 police chases, GTA 5 stunts, GTA 5 heists, GTA 5 missions, GTA V action, GTA 5 tricks, Los Santos, Rockstar Games, gaming channel<br/><br/>Tags: #GTA5 #GTAV #GTAGameplay #CarCrashes #PoliceChases #Stunts #Heists #Missions #GamingChannel #XpertGamer #RockstarGames #LosSantos #GTAVideos")
⏲ 4:14 👁 35K
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_sci-fi-short-film-92.webp "During a civil war between humans and androids, In the year 2090, a robotics engineer tries to bring her fallen lover back to life.<br/><br/>\")
_cardinals-edge-out-the-phillies-in-extra-innings-5-4-on-sunday.webp "Cardinals Edge Out the Phillies in Extra Innings 5-4 on Sunday from هاتف s7 edge في 2023")
_.webp "from هاتف s7 edge في 2023")
_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 \")
_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).")
_sunak-edges-first-tv-debate-by-a-whisker-a-politics-expert-explains.webp "Analysis from Dr Steve McCabe, Associate Professor at Birmingham City University.")
_victory-royale-action-witness-avatar-event-battles-unfold-in-fortnite-gameplay-no-commentary.webp "Victory Royale Action: Witness Avatar Event 3 Battles Unfold in Fortnite!<br/><br/>Join us live as we dive into the heart of Fortnite Chapter 5 Season 2, unleashing Zero Build madness on the island!<br/>In the heart of Fortnite's ever-evolving island, a new chapter unfolds with the arrival of Season 2 in Chapter 5. Welcome to the battleground where every move, every decision, could mean the difference between victory and defeat. Join us on an exhilarating journey as we dive into the adrenaline-fueled world of Fortnite zero build Chapter 5 Season 2 live gameplay.<br/><br/>As seasoned Fortnite enthusiasts, we bring you the latest and most thrilling adventures from the frontlines of the Battle Royale. Our live gameplay sessions offer a firsthand look at the intense action, strategic maneuvers, and pulse-pounding battles that define the Fortnite experience.<br/><br/>With zero build tactics at the forefront of our strategy, we embark on each match with determination and precision. From the moment we drop onto the island, our focus is unwavering as we scavenge for weapons, resources, and crucial loot to bolster our chances of survival.<br/><br/>But survival is just the beginning. As the storm closes in and the circle shrinks, we must adapt and overcome the ever-present threat of enemy players. With each encounter, our skills are put to the test as we engage in intense firefights, build-offs, and tactical skirmishes.<br/><br/>But it's not just about survival – it's about domination. With our zero build approach, we aim not only to outlast our opponents but to outplay them at every turn. Whether we're securing high ground, ambushing unsuspecting foes, or outmaneuvering them in close-quarters combat, our goal remains the same: Victory Royale.<br/><br/>And the thrill of victory is unparalleled. As the final moments of each match unfold, tension mounts, adrenaline surges, and every decision becomes critical. But with skill, teamwork, and a bit of luck on our side, we emerge triumphant time and time again, claiming Victory Royales that will go down in Fortnite history.<br/><br/>But our journey is far from over. With each match, we learn, adapt, and evolve, honing our skills and refining our strategies for the challenges that lie ahead. And with the ever-changing landscape of Fortnite Chapter 5 Season 2, there's always something new to discover, explore, and conquer.<br/><br/>So join us as we embark on this epic adventure together. Subscribe to our channel, tune in to our live streams, and experience the excitement of Fortnite zero build Chapter 5 Season 2 live gameplay like never before. The island awaits – are you ready to conquer it?<br/><br/>In conclusion, our Fortnite zero build Chapter 5 Season 2 live gameplay sessions offer an immersive and action-packed experience that showcases the excitement, intensity, and thrill of the Battle Royale. With our focus on zero build tactics, we strive for Victory Royales in every match, delivering unforgettable moments that keep viewers on the edge of their seats. Join us on this epic journey"){kind=avatar}
_love-island-unseen-bits-s7-episode-1.webp "Love Island Unseen Bits S7 Episode 1")
_4tysix-music-ai-edge-of-the-storm-official-music-video.webp "\")
_sunak-edges-first-tv-debate-by-a-whisker-a-politics-expert-explains.webp "Analysis from Dr Steve McCabe, Associate Professor at Birmingham City University.")
_australia-v-england-head-to-head.webp "England has the edge over Australia in recent T20 meetings, as the rivalry is renewed in Barbados.")
_gta-5-crazy-supercar-stunt-race-75.webp "Welcome to Xpert Gamer – Your premier destination for action-packed GTA 5 gameplay, thrilling car chases, and epic stunts! <br/><br/>Dive into the immersive world of Grand Theft Auto V, where chaos, excitement, and adventure await at every corner. Our channel is dedicated to bringing you the best GTA 5 content, from jaw-dropping car crashes to daring heists and everything in between.<br/><br/> Epic Car Crashes: Witness high-speed collisions, explosive accidents, and spectacular destruction as we push the limits of GTA 5’s physics engine.<br/><br/> Explosive Action: Get ready for non-stop action with intense firefights, high-stakes missions, and adrenaline-pumping gameplay that will keep you on the edge of your seat.<br/><br/> Police Chases: Experience the thrill of outrunning the cops in high-speed pursuits that test your driving skills and nerve.<br/><br/>️ Stunts & Tricks: Watch as we perform gravity-defying stunts, insane jumps, and incredible tricks that showcase our mastery of GTA 5.<br/><br/> Heists & Missions: Follow along as we execute meticulously planned heists and complete challenging missions to rise to the top of Los Santos' criminal underworld.<br/><br/> Viewer Requests: Have a specific scenario or challenge you want to see? Drop your suggestions in the comments, and we might feature it in our next video!<br/><br/>Join our community of gamers and GTA enthusiasts! Hit the subscribe button, ring the bell for notifications, and smash that like button to stay updated on our latest videos. Don't forget to share our content and leave a comment to let us know what you think!<br/><br/> Connect with Us: Follow us on social media for behind-the-scenes content, sneak peeks, and exclusive updates!<br/><br/>Keywords: GTA 5, Grand Theft Auto V, GTA V gameplay, GTA 5 car crashes, GTA 5 police chases, GTA 5 stunts, GTA 5 heists, GTA 5 missions, GTA V action, GTA 5 tricks, Los Santos, Rockstar Games, gaming channel<br/><br/>Tags: #GTA5 #GTAV #GTAGameplay #CarCrashes #PoliceChases #Stunts #Heists #Missions #GamingChannel #XpertGamer #RockstarGames #LosSantos #GTAVideos")
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