Did you mean?
Search Results - Showing 48 - 60 Of 82
_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-exotic-zoo-express-telford.jpg "The Exotic expressdeparted from Telford steam railway with a few animals from the Zoo. Including millie the millipede.")
⏲ 1:0 👁 1.9M
_rusty-rabbit-124-story-trailer.jpg "Introducing the new game \")
⏲ 2:31 👁 1.1M
_disco-samurai-124-gameplay-trailer-guerrilla-collective-2024.jpg "Check out gameplay and the stylish rhythm-based combat of Disco Samurai in this upcoming Rhythmic beat 'em up game set in the cyberpunk city of Disco, Pennsylvania. Disco Samurai will be available on PC, PlayStation, Xbox, and Nintendo Switch. A demo for Disco Samurai is available on Steam on June 10, 2024. Challenge your skills by smoothly combining attacks, parries, dashes, and other abilities to the beat of the music. In a world without laws and rules, only those who master the blade are worthy of achieving glory and prosperity. As Fox, a rebellious student tangled in a conspiracy beyond her imagination, crank up the volume, seize the rhythm of the electrifying soundscape of synthwave and rock, and fight your way through a multitude of minimalist diorama arenas!")
⏲ 1:0 👁 70K
_alan-wake-2-night-springs-expansion-launch-trailer.jpg "Alan Wake 2 Night Springs Expansion Launch Trailer from expansion loop steam")
⏲ 1:26 👁 65K
_grand-theft-auto-vi-official-trailer-2-2025.jpg "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Grand Theft Auto VI™ - Official Trailer 2 (2025)<br/>Grand Theft Auto VI heads to the state of Leonida, home to the neon-soaked streets of Vice City and beyond in the biggest, most immersive evolution of the Grand Theft Auto series yet. Coming 2025 to PlayStation 5 and Xbox Series X|S.<br/>")
⏲ 2:44 👁 50K
_garten-of-banban-7-full-gameplay.jpg "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Garten of Banban 7 FULL Gameplay<br/>Explore the levels of Banban Kindergarten which are inhabited by many monsters. Save yourself from the scary things below because now you are completely alone. Discover the truth behind the place, and discover the whereabouts of your missing child…<br/>Survive the monster-infested Banban Kindergarten levels:<br/>After the last incident, you were separated from your friends. Delve deeper into the mysterious place that is Banban Kindergarten. You are now truly alone and the future of everything depends on you.<br/>There are no more friends to invite...<br/>You've run out of friends to be friends with. From now on, you only meet new enemies who will make sure you never feel alone! In Banban Kindergarten, there are enemies to make in every corner... and pocket!<br/>")
⏲ 1:11:55 👁 70K
_age-of-wonders-4-eldritch-realms-expansion-release-date-reveal-trailer.jpg "Age of Wonders 4 - Eldritch Realms Expansion Release Date Reveal Trailer from expansion loop steam")
⏲ 0:27 👁 125K
_guild-wars-2-janthir-wilds-expansion-announcement.jpg "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Guild Wars 2 : Janthir Wilds - Expansion Announcement<br/>Guild Wars 2: Janthir Wilds™ is the latest Guild Wars 2 expansion.<br/>As the wayfinder and their allies battled the Kryptis, the leaders of Tyria were quietly working to form the Tyrian Alliance. Now it is time to introduce the Wizard’s Court and the Astral Ward to the world and strengthen the different nations. Begin a risky expedition in search of support in the treacherous Janthir wilds, where hidden secrets and malevolent creatures lie in wait for your arrival.<br/><br/>The story, features, and new challenges—such as raid encounters—of Guild Wars 2: Janthir Wilds™ will unfold gradually through multiple installments, offering frequent and fresh content upon release and in subsequent updates.")
⏲ 1:46 👁 35K
_the-matrix-5-future-world-trailer-4-hd-keanu-reeves-laurence-fishburne-neo-returns-fan-made.jpg "My last The Matrix 5 dream trailer was a viral hit int he channel so I was inspired to make one more. The Matrix is one of the most iconic movie franchise. Although its not my kind of films, I enjoy editing them. Keanu Reeves is one of the biggest name today, so every time he returns to his iconic roles its a must see. The Matrix 4 was not well received but I thought The Matrix 5 would still be a great film if they brought everyone from the original back. I wanted to highlight Agent Smith for the beginning of the trailer because he never got a chance to return in The Matrix 4. “We are all trapped inside this repeating loops” was great line bringing the plot of Agent Smith starting to become aware of the reality.<br/><br/>There was a theory that Agent Smith could still be alive but living in the Matrix like normal people. Then he finally wakes up to the truth. Speaking of truth, I made that the message of the trailer. About Neo finding out the truth. Since The Matrix is fantasy, it wasn’t hard to find other films that has fantasy, in this case I chose Jupiter Ascending. Then end with the line “Do you know what people will do when they find out about truth.” Then with the answer “I don’t think majority wants to know the truth”. Connecting with the post title sequence showing Agent Smith opening his eyes implying that he just remembered the truth.")
⏲ 2:28 👁 30K
_dynasty-warriors-origins-announcement-trailer.jpg "Website Download Game : https://gamersz18.blogspot.com<br/><br/>DYNASTY WARRIORS : ORIGINS - Announcement Trailer<br/>Fueled by exhilarating 1 vs. 1,000 action and the rush of massive armies, DYNASTY WARRIORS: ORIGINS delivers an unrivaled sense of realism to the battlefield!<br/>A nameless hero conquers the turbulent and chaotic Three Kingdoms alongside legendary figures in the latest entry of the DYNASTY WARRIORS series.<br/>■The most exhilarating action in the series’ history<br/>Tension-filled battlefields where you are challenged by a massive, endless army as far as the eye can see. How will you face the onslaught of enemies? In addition to your own military prowess, you can fight in tandem with your allies’ armies in tactical battles unique to the DYNASTY WARRIORS franchise and experience the most exhilarating action in series’ history.<br/>■A new Three Kingdoms from the perspective of an original protagonist<br/>The Three Kingdoms story is set in the vast Chinese continent, where beliefs of heroes intersect. See how this magnificent and alluring world is newly depicted through the eyes of the original protagonist, a “nameless hero”.<br/><br/>Note: Screens are taken from an in-development build. Final product may differ from actual shown footage.<br/>Note: Controller support details will be updated in the future.")
⏲ 1:21 👁 30K
_samsung-8kg-front-load-washing-machine-with-ecobubble-hygiene-steam-and-digital-inverter-technology-20-year-warranty-on.jpg "Samsung 8Kg Front Load Washing Machine With Ecobubble Hygiene Steam And Digital Inverter Technology 20 Year Warranty on Digital Inverter Motor Buy Online at Best Price in UAE - Amazonae<br/>buy now click here https://amzn.eu/d/bIUMef4")
⏲ 0:40 👁 45K
Related Searches
Search Videos
Recent Searches
_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-exotic-zoo-express-telford.webp "The Exotic expressdeparted from Telford steam railway with a few animals from the Zoo. Including millie the millipede.")
_rusty-rabbit-124-story-trailer.webp "Introducing the new game \")
_disco-samurai-124-gameplay-trailer-guerrilla-collective-2024.webp "Check out gameplay and the stylish rhythm-based combat of Disco Samurai in this upcoming Rhythmic beat 'em up game set in the cyberpunk city of Disco, Pennsylvania. Disco Samurai will be available on PC, PlayStation, Xbox, and Nintendo Switch. A demo for Disco Samurai is available on Steam on June 10, 2024. Challenge your skills by smoothly combining attacks, parries, dashes, and other abilities to the beat of the music. In a world without laws and rules, only those who master the blade are worthy of achieving glory and prosperity. As Fox, a rebellious student tangled in a conspiracy beyond her imagination, crank up the volume, seize the rhythm of the electrifying soundscape of synthwave and rock, and fight your way through a multitude of minimalist diorama arenas!")
_alan-wake-2-night-springs-expansion-launch-trailer.webp "Alan Wake 2 Night Springs Expansion Launch Trailer from expansion loop steam")
_grand-theft-auto-vi-official-trailer-2-2025.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Grand Theft Auto VI™ - Official Trailer 2 (2025)<br/>Grand Theft Auto VI heads to the state of Leonida, home to the neon-soaked streets of Vice City and beyond in the biggest, most immersive evolution of the Grand Theft Auto series yet. Coming 2025 to PlayStation 5 and Xbox Series X|S.<br/>")
_garten-of-banban-7-full-gameplay.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Garten of Banban 7 FULL Gameplay<br/>Explore the levels of Banban Kindergarten which are inhabited by many monsters. Save yourself from the scary things below because now you are completely alone. Discover the truth behind the place, and discover the whereabouts of your missing child…<br/>Survive the monster-infested Banban Kindergarten levels:<br/>After the last incident, you were separated from your friends. Delve deeper into the mysterious place that is Banban Kindergarten. You are now truly alone and the future of everything depends on you.<br/>There are no more friends to invite...<br/>You've run out of friends to be friends with. From now on, you only meet new enemies who will make sure you never feel alone! In Banban Kindergarten, there are enemies to make in every corner... and pocket!<br/>")
_age-of-wonders-4-eldritch-realms-expansion-release-date-reveal-trailer.webp "Age of Wonders 4 - Eldritch Realms Expansion Release Date Reveal Trailer from expansion loop steam")
_guild-wars-2-janthir-wilds-expansion-announcement.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Guild Wars 2 : Janthir Wilds - Expansion Announcement<br/>Guild Wars 2: Janthir Wilds™ is the latest Guild Wars 2 expansion.<br/>As the wayfinder and their allies battled the Kryptis, the leaders of Tyria were quietly working to form the Tyrian Alliance. Now it is time to introduce the Wizard’s Court and the Astral Ward to the world and strengthen the different nations. Begin a risky expedition in search of support in the treacherous Janthir wilds, where hidden secrets and malevolent creatures lie in wait for your arrival.<br/><br/>The story, features, and new challenges—such as raid encounters—of Guild Wars 2: Janthir Wilds™ will unfold gradually through multiple installments, offering frequent and fresh content upon release and in subsequent updates.")
_the-matrix-5-future-world-trailer-4-hd-keanu-reeves-laurence-fishburne-neo-returns-fan-made.webp "My last The Matrix 5 dream trailer was a viral hit int he channel so I was inspired to make one more. The Matrix is one of the most iconic movie franchise. Although its not my kind of films, I enjoy editing them. Keanu Reeves is one of the biggest name today, so every time he returns to his iconic roles its a must see. The Matrix 4 was not well received but I thought The Matrix 5 would still be a great film if they brought everyone from the original back. I wanted to highlight Agent Smith for the beginning of the trailer because he never got a chance to return in The Matrix 4. “We are all trapped inside this repeating loops” was great line bringing the plot of Agent Smith starting to become aware of the reality.<br/><br/>There was a theory that Agent Smith could still be alive but living in the Matrix like normal people. Then he finally wakes up to the truth. Speaking of truth, I made that the message of the trailer. About Neo finding out the truth. Since The Matrix is fantasy, it wasn’t hard to find other films that has fantasy, in this case I chose Jupiter Ascending. Then end with the line “Do you know what people will do when they find out about truth.” Then with the answer “I don’t think majority wants to know the truth”. Connecting with the post title sequence showing Agent Smith opening his eyes implying that he just remembered the truth.")
_dynasty-warriors-origins-announcement-trailer.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>DYNASTY WARRIORS : ORIGINS - Announcement Trailer<br/>Fueled by exhilarating 1 vs. 1,000 action and the rush of massive armies, DYNASTY WARRIORS: ORIGINS delivers an unrivaled sense of realism to the battlefield!<br/>A nameless hero conquers the turbulent and chaotic Three Kingdoms alongside legendary figures in the latest entry of the DYNASTY WARRIORS series.<br/>■The most exhilarating action in the series’ history<br/>Tension-filled battlefields where you are challenged by a massive, endless army as far as the eye can see. How will you face the onslaught of enemies? In addition to your own military prowess, you can fight in tandem with your allies’ armies in tactical battles unique to the DYNASTY WARRIORS franchise and experience the most exhilarating action in series’ history.<br/>■A new Three Kingdoms from the perspective of an original protagonist<br/>The Three Kingdoms story is set in the vast Chinese continent, where beliefs of heroes intersect. See how this magnificent and alluring world is newly depicted through the eyes of the original protagonist, a “nameless hero”.<br/><br/>Note: Screens are taken from an in-development build. Final product may differ from actual shown footage.<br/>Note: Controller support details will be updated in the future.")
_samsung-8kg-front-load-washing-machine-with-ecobubble-hygiene-steam-and-digital-inverter-technology-20-year-warranty-on.webp "Samsung 8Kg Front Load Washing Machine With Ecobubble Hygiene Steam And Digital Inverter Technology 20 Year Warranty on Digital Inverter Motor Buy Online at Best Price in UAE - Amazonae<br/>buy now click here https://amzn.eu/d/bIUMef4")
![[+]](/images/menu.gif){kind=small}