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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Make Blurry Photos 8K &# Viral Photo Editing 2024•°°Photo Enhancer App Review
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❣️romantic ❣️ girls ❣️ and ❣️ boys ❣️video ❣️2024❣️
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Ancelotti 'a role model for every young coach' - Terzic
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1Minute Photo Edit | Snapseed Photo Editing Tutorial| #10 | Borsha Creation
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【HIT】EP9 Spoiled By My Disabled CEO #drama #miniseries #minidrama #revenge #minidrama #relationship
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Car racing #cars #model
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【Mixed cut】EP3 Mated to my lycan king #drama #miniseries #revenge #relationship #movie #tvshow #love
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Seymour Duncan 78 Model Humbucker Review
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Cult Of Tesla Crumbling: Early 'Die-Hard' Backers Bail As Musk's EV Empire Faces Reality Check Amid Stock Slump
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【Highlights】2024 Short Drama Collection #JarredHarper#drama #miniseries #relationship #love #ceo
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Model at Lakme fashion week _lakmefashionwee
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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 \")
_make-blurry-photos-8k-viral-photo-editing-2024photo-enhancer-app-review.webp "Rain Logic")
_romantic-girls-and-boys-video-2024.webp "Barsha")
_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.")
_1minute-photo-edit-124-snapseed-photo-editing-tutorial-124-10-124-borsha-creation.webp "Borsha Creation")
_hitep9-spoiled-by-my-disabled-ceo-drama-miniseries-minidrama-revenge-minidrama-relationship.webp "HITEP9 Spoiled By My Disabled CEO drama miniseries minidrama revenge minidrama relationship")
_car-racing-cars-model.webp "Car lovers #cars #model #cardrifting #carraces")
_mixed-cutep3-mated-to-my-lycan-king-drama-miniseries-revenge-relationship-movie-tvshow-love.webp "Mixed cutEP3 Mated to my lycan king drama miniseries revenge relationship movie tvshow love")
_seymour-duncan-78-model-humbucker-review.webp "As Guitar World Tech Editor Paul Riario explains, “In the late ‘70s, Seymour Duncan – the man – was well-known as the guy to custom-wind pickups for some noteworthy guitarists who were looking to venture beyond what was available and create their own identifiable tone and sound.\")
_cult-of-tesla-crumbling-early-39die-hard39-backers-bail-as-musk39s-ev-empire-faces-reality-check-amid-stock-slump.webp "Investors who witnessed the meteoric rise coinciding with the Model Y launch in early 2020 have largely held on despite the recent downturn. Out of 32 analysts, 9 recommend buying Tesla, 14 hold neutral ratings, and only 9 recommend selling, according to TipRanks.")
_highlights2024-short-drama-collection-jarredharper-drama-miniseries-relationship-love-ceo.webp "Highlights2024 Short Drama Collection JarredHarper drama miniseries relationship love ceo")
_model-at-lakme-fashion-week--lakmefashionwee.webp "Model at Lakme fashion week _lakmefashionwee")
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