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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 \")
_cairo-egypt-evening-walk-khan-el-khalili-market-at-night-4k-with-captions.webp "Prowalk Tours")
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_best-bellydancer-alla-kushnir-wedding-in-cairo-egypt-2019.webp "ALLA KUSHNIR")
_top-4-beautiful-girl-doing-leg-exercises-pakkgp-fitnessgoals-fitnessgirl-fitnessjourney-fitnessfreak-fitam-foryou-gymlif.webp "Top 4 Beautiful girl doing leg exercises #pakkgp<br/>A popular video showcasing four beautiful women performing leg exercises has captured significant attention. Each of them demonstrates a variety of routines, including squats, lunges, leg presses, and deadlifts, highlighting the importance of lower body strength and fitness. The backdrop of a sleek, modern gym adds to the video's appeal. Their dedication and form not only inspire viewers to prioritize leg workouts but also emphasize the benefits of maintaining a toned and strong physique. This engaging visual serves as a motivating example for fitness enthusiasts looking to enhance their leg day routines.<br/>Buy products click the link <br/>https://amzn.to/4c3dXpj<br/>")
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_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.")
_egypt-in-banglade-facto-bangla.webp "De Facto বাংলা")
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_belly-dance-by-aloha-dance-spain-exclusive-music-video-2022.webp "Yassir Jamal")
_nije-sve-u-lovi-124-not-all-about-the-money.webp "Nije sve u lovi | Not All About the Money from mishor model girl")
_isabelle-kizomba-amp-adeline-kizomba-lady-styling-2-kizomba-open-festival-2018.webp "Nathan Yun")
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