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Open angle and closure angle glucoma yw opthalmology
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Session 17: Deployment of Machine Learning Models in Open RAN Networks
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EU elections: Polls open in Netherlands as Dutch cast their vote
⏲ 0:40 👁 985K
10 Rarest & Most Valuable PS3 Games You Might Own
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Exclusive: Debattama Saha opens up on Issues shown in ‘Krishna Mohini’
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KISS - WON'T GET FOOLIN AGAIN (SOUNDBOARD RECORDING FR0M THE ASYLUM TOUR 1986)
⏲ 6:39 👁 70K
Late finishes are 'not healthy' for players - Gauff
⏲ 0:49 👁 60K
Alcaraz wants to follow Nadal's legacy by winning the French Open
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_open-angle-and-closure-angle-glucoma-yw-opthalmology.jpg "Open angle and closure angle glucoma yw opthalmology from hot recording open dance")
_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 \")
_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.")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from hot recording open dance")
_exclusive-debattama-saha-opens-up-on-issues-shown-in-krishna-mohini.jpg "Actor and Singer Debattama Saha recently had an exclusive interview with IANS, wherein she talked about the social issues touched in her ongoing TV show ‘Krishna Mohini’. On being asked of her views about Gender Identity issues shown in the show, Debattama said, ‘It is good that these social issues are being shown and talked about through the show. It is important to open up to be able to connect to the young generation.’<br/><br/> #debattamasaha #krishnamohini #debattamasahaserial #debattamasahakrishnamohini #debattamasahaviralvideo #ians #exclusiveinterview #interview #bollywood #entertainment #trending #viralvideo #trendingserials")
_kiss-won39t-get-foolin-again-soundboard-recording-fr0m-the-asylum-tour-1986.jpg "This is the only time KISS played this WHO cover of WON'T GET FOOLED AGAIN from the ASYLUM tour in San Bernardino, California 1986.They never played this song again.The audio is from a Soundboard recording that BRUCE KULICK had in his archives.<br/><br/>Enjoy!!")
_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.")
_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")
_open-angle-and-closure-angle-glucoma-yw-opthalmology.webp "Open angle and closure angle glucoma yw opthalmology from hot recording open dance")
_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 \")
_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.")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from hot recording open dance")
_exclusive-debattama-saha-opens-up-on-issues-shown-in-krishna-mohini.webp "Actor and Singer Debattama Saha recently had an exclusive interview with IANS, wherein she talked about the social issues touched in her ongoing TV show ‘Krishna Mohini’. On being asked of her views about Gender Identity issues shown in the show, Debattama said, ‘It is good that these social issues are being shown and talked about through the show. It is important to open up to be able to connect to the young generation.’<br/><br/> #debattamasaha #krishnamohini #debattamasahaserial #debattamasahakrishnamohini #debattamasahaviralvideo #ians #exclusiveinterview #interview #bollywood #entertainment #trending #viralvideo #trendingserials")
_kiss-won39t-get-foolin-again-soundboard-recording-fr0m-the-asylum-tour-1986.webp "This is the only time KISS played this WHO cover of WON'T GET FOOLED AGAIN from the ASYLUM tour in San Bernardino, California 1986.They never played this song again.The audio is from a Soundboard recording that BRUCE KULICK had in his archives.<br/><br/>Enjoy!!")
_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.")
_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")
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