Did you mean?
Search Results - Showing 60 - 72 Of 72
_breaking-news-swiatek-wins-fourth-french-open.jpg "World number one Iga Swiatek has won her fourth French Open title, and fifth Grand Slam overall")
⏲ 0:42 👁 80K
_open-angle-and-closure-angle-glaucoma-yw-opthalmology.jpg "Open angle and closure angle glaucoma yw opthalmology from video aaa meyeder open")
⏲ 1:35:41 👁 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
_dominant-zverev-through-to-french-open-final.jpg "Alexander Zverev produced a commanding performance against Casper Ruud to reach the French Open final")
⏲ 1:0 👁 75K
_aussie-tennis-star-alex-de-minaur-advances-to-french-open-quarter-finals.jpg "The world No. 11 defeated fifth seed Daniil Medvedev to become the first Aussie player to reach the French Open quarters sinceLleyton Hewitt in 2004.")
⏲ 1:0 👁 76.4M
_swiatek-39proud39-after-claiming-fourth-french-open-title.jpg "Iga Swiatek says she is proud after breezing past Jasmine Paolini to claim her third successive French Open")
⏲ 0:57 👁 70K
_voting-reform-39holds-door-open-for-labour39-cleverly-warns.jpg "Home Secretary James Cleverly has warned that voting for Reform UK \")
⏲ 0:35 👁 1.9M
_high-energy-39ghost-particles39-that-was-detected-in-milky-way-by-icecube-neutrino-observatory.jpg "The IceCube Neutrino Observatory has detected a \")
⏲ 2:17 👁 225K
_late-finishes-are-39not-healthy39-for-players-gauff.jpg "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
⏲ 0:49 👁 60K
_39i-told-you-so39-zverev-speaks-on-out-of-court-settlement.jpg "Zverev said 'he was happy' to move on with his life following the settling of his domestic abuse case")
⏲ 1:12 👁 60K
_tim-allen-opens-up-about-39home-improvement39-39last-man-standing39-and-getting-a-third-chance-with-his-new-sitcom.jpg "Tim Allen seemingly has no problem landing a job, which is why he’s worked within the TV space on a relatively consistent basis over the years. At this point, the veteran actor has been away from network TV for a few years, since the conclusion of his ABC/Fox sitcom \")
⏲ 1:13 👁 420K
_10-worst-rpg-video-games.jpg "There are much better ways to spend 100 hours.")
⏲ 12:41 👁 60K
Related Searches
Search Videos
Recent Searches
_breaking-news-swiatek-wins-fourth-french-open.webp "World number one Iga Swiatek has won her fourth French Open title, and fifth Grand Slam overall")
_open-angle-and-closure-angle-glaucoma-yw-opthalmology.webp "Open angle and closure angle glaucoma yw opthalmology from video aaa meyeder open")
_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 \")
_dominant-zverev-through-to-french-open-final.webp "Alexander Zverev produced a commanding performance against Casper Ruud to reach the French Open final")
_aussie-tennis-star-alex-de-minaur-advances-to-french-open-quarter-finals.webp "The world No. 11 defeated fifth seed Daniil Medvedev to become the first Aussie player to reach the French Open quarters sinceLleyton Hewitt in 2004.")
_swiatek-39proud39-after-claiming-fourth-french-open-title.webp "Iga Swiatek says she is proud after breezing past Jasmine Paolini to claim her third successive French Open")
_voting-reform-39holds-door-open-for-labour39-cleverly-warns.webp "Home Secretary James Cleverly has warned that voting for Reform UK \")
_high-energy-39ghost-particles39-that-was-detected-in-milky-way-by-icecube-neutrino-observatory.webp "The IceCube Neutrino Observatory has detected a \")
_late-finishes-are-39not-healthy39-for-players-gauff.webp "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
_39i-told-you-so39-zverev-speaks-on-out-of-court-settlement.webp "Zverev said 'he was happy' to move on with his life following the settling of his domestic abuse case")
_tim-allen-opens-up-about-39home-improvement39-39last-man-standing39-and-getting-a-third-chance-with-his-new-sitcom.webp "Tim Allen seemingly has no problem landing a job, which is why he’s worked within the TV space on a relatively consistent basis over the years. At this point, the veteran actor has been away from network TV for a few years, since the conclusion of his ABC/Fox sitcom \")
_10-worst-rpg-video-games.webp "There are much better ways to spend 100 hours.")
![[+]](/images/menu.gif){kind=small}