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_medvedev-victory-39biggest-win-i39ve-ever-had39-de-minaur.webp "Alex De Minaur secured his first ever Grand Slam win against a top-5 player with victory over Daniil Medvedev.")
_french-open-bets-with-nadal-eliminated.webp "Rafael Nadal has been eliminated from the French Open, is the Men's tournament still as wide open as we thought going into the tournament last week?")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from indian bra pant open")
_sleep-issues-ease-for-rybakina-in-city-of-light.webp "Elena Rybakina said she is feeling healthy again after beating Elise Mertens in straight sets at Roland-Garros")
_tennis-roland-garros-2024-grigor-dimitrov-92.webp "Le Bulgare Grigor Dimitrov au 3e tour de ce Roland-Garros 2024 !")
_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.")
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_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 \")
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