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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
JW Songs instrumental - Relaxing Peaceful Music
⏲ 1 hour 1 minute 46 seconds 👁 456.5K
Melodies
⏲ 2 minutes 17 seconds 👁 60.5K
West mids pension fund advice session.
⏲ 0:27 👁 12.8M
Can we really live forever | Biblical teachings | jw org
⏲ 7 minutes 45 seconds 👁 20.3K
3 Hours of Kingdom Melodies: JW songs
⏲ 3 hours 1 second 👁 323.6K
Adam vs samurai in free fire challenge@FantomPro1 @chotavillansks
⏲ 0:27 👁 95K
Jehovah's Witnesses Good Choices [EXJW]
⏲ 42 seconds 👁 35.3K
1 Hour Relaxing Beautiful Music- JW songs & kingdom melodies
⏲ 1 hour 3 minutes 54 seconds 👁 459K
Apple iPhone 12 (64GB) - Blue Buy Online at Best Price in UAE - Amazonae
⏲ 1:9 👁 60K
The Bible Answers the Mysteries of Life (Visit www.jw.org)
⏲ 50 seconds 👁 6.7K
Ceo Contract Wife - Uncut Full Movie Full Episode
⏲ 2:12:24 👁 85K
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_melodies.jpg "we are not funny")
_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 \")
_jw-songs-instrumental-relaxing-peaceful-music.webp "JW Songs - Kingdom Melodies")
_melodies.webp "we are not funny")
_west-mids-pension-fund-advice-session.webp "West mids pension fund advice session at West Bromwich library.")
_can-we-really-live-forever-124-biblical-teachings-124-jw-org.webp "God Almighty")
_3-hours-of-kingdom-melodies-jw-songs.webp "JW Songs - Kingdom Melodies")
_adam-vs-samurai-in-free-fire-challenge-fantompro1-chotavillansks.webp "watch here new Adam vs samurai in free fire challenge@FantomPro1 @chotavillansks.Do follow for watching next")
_jehovah39s-witnesses-good-choices-exjw.webp "Nichstory")
_1-hour-relaxing-beautiful-music-jw-songs-amp-kingdom-melodies.webp "JW Songs - Kingdom Melodies")
_apple-iphone-12-64gb-blue-buy-online-at-best-price-in-uae-amazonae.webp "Apple iPhone 12 (64GB) - Blue Buy Online at Best Price in UAE - Amazonae6.1-inch Super Retina XDR display<br/>Ceramic Shield, tougher than any smartphone glass<br/>A14 Bionic chip, the fastest chip ever in a smartphone<br/>Advanced dual-camera system with 12MP Ultra Wide and Wide cameras; Night mode, Deep Fusion, Smart HDR 3, 4K Dolby Vision HDR recording<br/>12MP TrueDepth front camera with Night mode, 4K Dolby Vision HDR recording<br/>Industry-leading IP68 water resistance<br/>Supports MagSafe accessories for easy attachment and faster wireless charging<br/>iOS with redesigned widgets on the Home screen, all-new App Library, App Clips and more save money buy now click here <br/>https://amzn.eu/d/9UNM6la")
_the-bible-answers-the-mysteries-of-life-visit-www-jw-org.webp "Elijah Daniels")
_ceo-contract-wife-uncut-full-movie-full-episode.webp "Ceo Contract Wife - Uncut Full Movie Full Episode")
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