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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 \")
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_2012-attack-of-the-50-ft-cheerleader-hot-teen-movie.jpg "Aspiring college cheerleader Cassie Stratford consumes an experimental drug that grants her beauty and enough athletic ability to make the cheer squad. It has an unforeseen side effect - she starts to grow and grow and grow. Look at the size of those pom poms!")
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_1981-senior-trip-hot-teen-movie.jpg "Senior Trip is a story of a group of seniors from a small town in Ohio trying to discover what they want out of life, While taking a trip to New York. Mickey Rooney has a small role as himself. Roger Ellis (Scott Baio)a young man trying to get ahead in business at a young age.")
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_ancelotti-39a-role-model-for-every-young-coach39-terzic.jpg "Edin Terzic shared his admiration for Real Madrid boss Carlo Ancelotti ahead of the Champions League final.")
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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 \")
_10-movies-to-watch-at-least-once-in-your-life.webp "10 Movies to Watch....")
_2012-attack-of-the-50-ft-cheerleader-hot-teen-movie.webp "Aspiring college cheerleader Cassie Stratford consumes an experimental drug that grants her beauty and enough athletic ability to make the cheer squad. It has an unforeseen side effect - she starts to grow and grow and grow. Look at the size of those pom poms!")
_1981-senior-trip-hot-teen-movie.webp "Senior Trip is a story of a group of seniors from a small town in Ohio trying to discover what they want out of life, While taking a trip to New York. Mickey Rooney has a small role as himself. Roger Ellis (Scott Baio)a young man trying to get ahead in business at a young age.")
_the-girl-next-door-1998-full-movie-i-tracey-gold-i-sharon-gless-i-michael-dorn.webp "The Girl Next Door (1998) Full Movie I Tracey Gold I Sharon Gless I Michael Dorn")
_ancelotti-39a-role-model-for-every-young-coach39-terzic.webp "Edin Terzic shared his admiration for Real Madrid boss Carlo Ancelotti ahead of the Champions League final.")
_18-hidden-secret-2021-bengali-short-film.webp "18+ Hidden Secret (2021) Bengali Short Film")
_termination-2019-english-full-movie.webp "Termination 2019 English Full Movie")
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