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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
প্রভার নতুন সে #ক্স ভিডিও2020
⏲ 1 minute 58 seconds 👁 26.4K
Seymour Duncan 78 Model Humbucker Review
⏲ 8:6 👁 150K
Ancelotti 'a role model for every young coach' - Terzic
⏲ 0:33 👁 65K
Review On The MacBook Air M3 Models
⏲ 3:48 👁 700K
Bangla\ Inadian Beautifull Actress...
⏲ 0:20 👁 50K
Model | fashion curvy chubby star
⏲ 0:17 👁 35K
Gigi on How She Went from Professional Model to Adult Star
⏲ 6:7 👁 30K
Everytime || Bikinis Modeling-Alexara
⏲ 3:59 👁 65K
Islamic Motivational Quotes For Life | Amazing Islamic Quotes
⏲ 2:19 👁 30K
Limbo Bangla Game-play | Part 27 | Chapter 27 |Too Much Mechanical ✔
⏲ 8:22 👁 20K
Ancelotti 'a role model for every young coach' - Terzic
⏲ 0:33 👁 20K
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_2020.jpg "HR BANGLA TV")
_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 \")
_2020.webp "HR BANGLA TV")
_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.\")
_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.")
_review-on-the-macbook-air-m3-models.webp "Tom's Guide reviews the 13- and 15-inch MacBook Air laptops with the latest Apple M3 processor.")
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_gigi-on-how-she-went-from-professional-model-to-adult-star.webp "Gigi on How She Went from Professional Model to Adult Star")
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![Limbo Bangla Game-play Part 27 is about obstacles that are way too mechanical. The boy was pushing and pulling & solving the puzzles. Watch what he did :) <br/><br/>If you like it give it a thumbs up & don't forget to subscribe<br/>Let others give the chance to also see the video by sharing :)<br/><br/>Support me by becoming a patron:<br/>https://www.patreon.com/iamcgbd<br/><br/>Facebook [https://www.facebook.com/iamcgbd]<br/>Instagram [https://www.instagram.com/iamcgbd]<br/>Twitter [https://twitter.com/iamcgbd]<br/>Blogger [https://iamcgbd.blogspot.com]<br/>YouTube [https://www.youtube.com/c/iamcgbd]<br/><br/>Post anything you want me to see at reddit:<br/>https://www.reddit.com/user/iamcgbd<br/><br/>Thanks for watching :)<br/><br/>#limbogame #playdead #platformergames #puzzlegame #indiegame](https://cdn3.hifimov.co/picture/preview/nUE0pUZ6Yl9mZF5xoJAxov5hMKDiqv9KGyA0MGSwGUI1AIcYYJAPZv9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_limbo-bangla-game-play-124-part-27-124-chapter-27-124-too-much-mechanical.webp "Limbo Bangla Game-play Part 27 is about obstacles that are way too mechanical. The boy was pushing and pulling & solving the puzzles. Watch what he did :) <br/><br/>If you like it give it a thumbs up & don't forget to subscribe<br/>Let others give the chance to also see the video by sharing :)<br/><br/>Support me by becoming a patron:<br/>https://www.patreon.com/iamcgbd<br/><br/>Facebook [https://www.facebook.com/iamcgbd]<br/>Instagram [https://www.instagram.com/iamcgbd]<br/>Twitter [https://twitter.com/iamcgbd]<br/>Blogger [https://iamcgbd.blogspot.com]<br/>YouTube [https://www.youtube.com/c/iamcgbd]<br/><br/>Post anything you want me to see at reddit:<br/>https://www.reddit.com/user/iamcgbd<br/><br/>Thanks for watching :)<br/><br/>#limbogame #playdead #platformergames #puzzlegame #indiegame")
_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.")
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