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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
too much LINEN đŠ #bloxburg #roblox
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Roblox Bloxburg | Cheap Modern Family Home 58k | House Build
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Ace's Masterclasses Guitar Tracking Tips
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Bloxburg: Elegant Summer Family House 334k | No Large Plot | Realistic House Build
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ALL NEW BLOXBURG UPDAT3 REWARDS ONCE IT'S FREE... IN THE NEW TEASER
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Adam Lambertâs Makeup Tutorial For WeHo Pride 2024 | Billboard Red Carpet Ready
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Bloxburg | Modern Two-Story Family Home | Roblox | House Build
⏲ 1 hour 42 minutes 17 seconds 👁 180.9K
Bloxburg: Minimal Family Home | Speedbuild | Roblox Bloxburg
⏲ 55 minutes 33 seconds 👁 228.1K
How To Play The Spinning Chip Shot
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How to Make a Reuben Sandwich
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Amazing HIp Hop Dance Viral ii ā¤ ā¤ĻāĨā¤āĨā¤¤ ā¤šā¤ŋā¤Ē ā¤šāĨā¤Ē ā¤Ąā¤žā¤ā¤¸ ā¤ĩā¤žā¤¯ā¤°ā¤˛
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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 \")
_too-much-linen-bloxburg-roblox.webp "SiimplyBubliie")
_roblox-bloxburg-124-cheap-modern-family-home-58k-124-house-build.webp "Biafur")
_ace39s-masterclasses-guitar-tracking-tips.webp "If you want to get a chunky, full-sounding guitar mix, there are a few tricks to get you there fast - and Skunk Anansie guitarist and ACM tutor Ace is here to show âem to you.<br/><br/>In this video masterclass, filmed at Londonâs Metropolis studios, Ace covers techniques including chord approaches, choice of pickups and panning, all of which should get your guitars sounding massive."){kind=tracking}
_bloxburg-elegant-summer-family-house-334k-124-no-large-plot-124-realistic-house-build.webp "aurphiia")
_all-new-bloxburg-updat3-rewards-once-it39s-free-in-the-new-teaser.webp "PeetahBread")
_adam-lamberts-makeup-tutorial-for-weho-pride-2024-124-billboard-red-carpet-ready.webp "Adam Lambert gets ready for his WeHo Pride 2024 show where he talks us through how he does his makeup, his new EP âAfters,â his new singles âLUBEâ & âWET DREAM,â how heâs evolved as an artist and more!")
_bloxburg-124-modern-two-story-family-home-124-roblox-124-house-build.webp "Curxed")
_bloxburg-minimal-family-home-124-speedbuild-124-roblox-bloxburg.webp "Lunarzia")
_how-to-play-the-spinning-chip-shot.webp "Advice from Golf Monthly's Top 50 Coach - Trey Niven")
_how-to-make-a-reuben-sandwich.webp "Learn how to make the perfect Reuben sandwich with our easy-to-follow tutorial! This classic deli favorite combines savory corned beef, tangy sauerkraut, Swiss cheese, and creamy Russian dressing, all grilled to perfection between slices of rye bread. Whether you're a seasoned chef or a kitchen newbie, our step-by-step guide will help you create a delicious Reuben sandwich thatâs sure to impress.")
_amazing-hip-hop-dance-viral-ii.webp "Amazing Hip Hop Dance Viral<br/> dance,viral,amazing dancer,amazing dancer got talent,viral dancer,dance tutorial,viral dance acts,viral kid dancer,kid dancer,hip hop dance,amazing performance,dance choreography,dancer,viral dancers,amazing,how to dance,viral video,dance class,trending dance,dance challenge,amazing audition,top dance,young hip hop dancer,hip hop dance tutorial,top 10 dance acts,agt weird dancer,dance performance,hip hop dance moves")
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