Did you mean?
Search Results - Showing 48 - 60 Of 60
_open-angle-and-closure-angle-glaucoma-yw-opthalmology.jpg "Open angle and closure angle glaucoma yw opthalmology from hot viduo 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
_eu-elections-polls-open-in-netherlands-as-dutch-cast-their-vote.jpg "The Netherlands is the only EU country to start its single-day vote early, but it will be followed by Ireland on Friday and the rest of the EU nations over the weekend.")
⏲ 0:40 👁 985K
_breaking-news-djokovic-withdraws-from-french-open.jpg "Novak Djokovic has withdrawn from this year's French Open ahead of Ruud quarter-final due to a knee injury.")
⏲ 0:42 👁 875K
_alcaraz-wants-to-follow-nadal39s-legacy-by-winning-the-french-open.jpg "Carlos Alcaraz wants to emulate Spanish icons like Rafa Nadal and win the French Open following semi-final win")
⏲ 0:55 👁 70K
_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
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from hot viduo open")
⏲ 10:48 👁 4.2M
_gauff-calls-for-vr-system-for-umpires-after-french-open-disappointment.jpg "Gauff has called for the introduction of a replay system for umpires after her French Open semi-final exit.")
⏲ 1:53 👁 135K
_10-worst-rpg-video-games.jpg "There are much better ways to spend 100 hours.")
⏲ 12:41 👁 60K
_acting-mayor-raymond-alvin-garcia-opens-the-pride-month-celebration-at-plaza-sugbo.jpg "Members of Lesbian, gay, bisexual, transgender, intersex, queer, asexual (LGBTQIA+) community in Cebu held the kick-off of Pride Month celebration today, Monday June 3, 2024. In Cebu City, a trade fair exhibit opens at Plaza Sugbo ug the presentation of LGBTQIA+ candidates. In Mandaue City, a short program was held and Pride flags are displayed at Mandaue City Hall.<br/>Workers are working overtime to finish the rubberized track oval of Cebu City Sports Center (CCSC) before the 2024 Palarong Pambansa in July. The progress of work seen on Sunday, June 2, the laying of rubber dust (bottom part/foundation).<br/>The local government of Panglao Island, Bohol province has warned the public to avoid bathing in the sea and other water activities due to the presence and influx of jellyfish at Napaling Point, in the vicinity of Brgy. Tangnan.<br/>Let’s discuss this in today’s ‘Beyond the Headlines.’<br/>#BeyondtheHeadlines<br/>#Allyouneedtoknow<br/>#LGBTQIA+community")
⏲ 43:34 👁 4.3M
_voting-reform-39holds-door-open-for-labour39-cleverly-warns.jpg "Home Secretary James Cleverly has warned that voting for Reform UK \")
⏲ 0:35 👁 1.8M
Related Searches
Search Videos
Recent Searches
_open-angle-and-closure-angle-glaucoma-yw-opthalmology.webp "Open angle and closure angle glaucoma yw opthalmology from hot viduo 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")
_eu-elections-polls-open-in-netherlands-as-dutch-cast-their-vote.webp "The Netherlands is the only EU country to start its single-day vote early, but it will be followed by Ireland on Friday and the rest of the EU nations over the weekend.")
_breaking-news-djokovic-withdraws-from-french-open.webp "Novak Djokovic has withdrawn from this year's French Open ahead of Ruud quarter-final due to a knee injury.")
_alcaraz-wants-to-follow-nadal39s-legacy-by-winning-the-french-open.webp "Carlos Alcaraz wants to emulate Spanish icons like Rafa Nadal and win the French Open following semi-final win")
_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.")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from hot viduo open")
_gauff-calls-for-vr-system-for-umpires-after-french-open-disappointment.webp "Gauff has called for the introduction of a replay system for umpires after her French Open semi-final exit.")
_10-worst-rpg-video-games.webp "There are much better ways to spend 100 hours.")
_acting-mayor-raymond-alvin-garcia-opens-the-pride-month-celebration-at-plaza-sugbo.webp "Members of Lesbian, gay, bisexual, transgender, intersex, queer, asexual (LGBTQIA+) community in Cebu held the kick-off of Pride Month celebration today, Monday June 3, 2024. In Cebu City, a trade fair exhibit opens at Plaza Sugbo ug the presentation of LGBTQIA+ candidates. In Mandaue City, a short program was held and Pride flags are displayed at Mandaue City Hall.<br/>Workers are working overtime to finish the rubberized track oval of Cebu City Sports Center (CCSC) before the 2024 Palarong Pambansa in July. The progress of work seen on Sunday, June 2, the laying of rubber dust (bottom part/foundation).<br/>The local government of Panglao Island, Bohol province has warned the public to avoid bathing in the sea and other water activities due to the presence and influx of jellyfish at Napaling Point, in the vicinity of Brgy. Tangnan.<br/>Let’s discuss this in today’s ‘Beyond the Headlines.’<br/>#BeyondtheHeadlines<br/>#Allyouneedtoknow<br/>#LGBTQIA+community")
_voting-reform-39holds-door-open-for-labour39-cleverly-warns.webp "Home Secretary James Cleverly has warned that voting for Reform UK \")
![[+]](/images/menu.gif){kind=small}