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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Dominant Zverev through to French Open final
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EU elections: Polls open in Netherlands as Dutch cast their vote
⏲ 0:40 👁 985K
Breaking News - Djokovic withdraws from French Open
⏲ 0:42 👁 875K
Alcaraz wants to follow Nadal's legacy by winning the French Open
⏲ 0:55 👁 70K
Flavor Flav Orders Entire Red Lobster Menu to Help Chain After Bankruptcy Filing
⏲ 1:31 👁 70K
Late finishes are 'not healthy' for players - Gauff
⏲ 0:49 👁 60K
10 Rarest & Most Valuable PS3 Games You Might Own
⏲ 10:48 👁 4.2M
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_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 \")
_dominant-zverev-through-to-french-open-final.jpg "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.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.")
_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.")
_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")
_flavor-flav-orders-entire-red-lobster-menu-to-help-chain-after-bankruptcy-filing.jpg "Flavor Flav Orders Entire Red Lobster Menu , to Help Chain After Bankruptcy Filing.<br/>Flavor Flav Orders Entire Red Lobster Menu , to Help Chain After Bankruptcy Filing.<br/>Red Lobster filed for <br/>Chapter 11 bankruptcy last month.<br/>Days before doing so, the chain <br/>closed nearly 100 locations. .<br/>On June 3, rapper Flavor Flav took to X to show his support for the restaurant. .<br/>Ya boy meant it when I said I was <br/>gonna do anything and everything <br/>to help @redlobster and save <br/>the cheddar bay biscuits, Flavor Flav, via X.<br/>Ordered the whole menu!!!, Flavor Flav, via X.<br/>In an additional post, the 65-year-old said <br/>that he shared the food with his family.<br/>Red Lobster commented beneath his post, saying, \")
_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.")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from open lzm file")
_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")
_flavor-flav-orders-entire-red-lobster-menu-to-help-chain-after-bankruptcy-filing.webp "Flavor Flav Orders Entire Red Lobster Menu , to Help Chain After Bankruptcy Filing.<br/>Flavor Flav Orders Entire Red Lobster Menu , to Help Chain After Bankruptcy Filing.<br/>Red Lobster filed for <br/>Chapter 11 bankruptcy last month.<br/>Days before doing so, the chain <br/>closed nearly 100 locations. .<br/>On June 3, rapper Flavor Flav took to X to show his support for the restaurant. .<br/>Ya boy meant it when I said I was <br/>gonna do anything and everything <br/>to help @redlobster and save <br/>the cheddar bay biscuits, Flavor Flav, via X.<br/>Ordered the whole menu!!!, Flavor Flav, via X.<br/>In an additional post, the 65-year-old said <br/>that he shared the food with his family.<br/>Red Lobster commented beneath his post, saying, \")
_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 open lzm file")
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