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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 \")
_celebrity-fashion-spotlight-fantasia-fashionpolice-celebrityfashion-sigmagammarho-style.webp "KC Artis")
⏲ 16 seconds 👁 42.8K
_fantasia-slaying-amp-winning-in-life-the-color-purple-screening-in-nc-fantasia-fashionpolice-nc.webp "KC Artis")
⏲ 30 seconds 👁 25.6K
_bikini-beauty-and-the-beat-jay-sean39s-39ride-it39-remix124124-bikinis-modeling-alexara.webp "Alexara is one of the International leading Brand.<br/>We are selling different collection of Bikinis, Lingerie, Swim Wears, Rash Guards, Sleeping and Swim wears clothes.<br/>Alexara also working on Music Blog & dedicated to promoting new Artists.")
_celebrity-fashion-spotlight-fantasia-sigmagammarho-celebrityfashion-fashionpolice-balenciaga.webp "KC Artis")
⏲ 14 seconds 👁 111.2K
_celebrity-fashion-spotlight-fantasiabarrino-fantasia-celebrityfashion-fashionpolice-stylereview.webp "KC Artis")
Celebrity Fashion Spotlight #fantasiabarrino #fantasia #celebrityfashion #fashionpolice #stylereview
⏲ 18 seconds 👁 3.6K
_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.")
⏲ 0:54 👁 555K
_fantasia-slaying-for-elle-magazine-women-in-hollywood-issue-fantasia-fashionpolice-ellemagazine.webp "KC Artis")
⏲ 30 seconds 👁 4.4K
_fantasia-barrino-taylor-on-trauma-therapy-and-becoming-a-role-model-124-the-color-purple.webp "Jennifer Hudson Show")
⏲ 2 minutes 25 seconds 👁 71.7K
_peaceful-parenting-interview.webp "Stefan Molyneux joins Ryan in a deep dive on peaceful parenting, exploring the power dynamics and moral philosophy often overlooked in parent-child relationships. Discussing the shift from physical to verbal abuse, they touch on societal impacts and insufficiencies in positive role models. Stefan challenges beliefs on discipline and addresses the importance of self-reflection for parents to nurture empathy in children. The conversation outlines the pillars of peaceful parenting and emphasizes the transmission of ethical values amidst societal influences. Stefan advocates for peaceful parenting as a solution to societal dysfunctions, critiquing reliance on violence in child-rearing, and underscores the need for secular ethics to uphold universal moral standards. Calling for a shift towards peaceful parenting for societal transformation, Stefan highlights its potential to cultivate harmonious communities grounded in peace and voluntary interactions.<br/><br/>Join the PREMIUM philosophy community on the web for free!<br/><br/>NOW AVAILABLE FOR SUBSCRIBERS: MY NEW BOOK 'PEACEFUL PARENTING' - AND THE INTERACTIVE PEACEFUL PARENTING AI AND AUDIOBOOK!<br/><br/>Also get the Truth About the French Revolution, the interactive multi-lingual philosophy AI trained on thousands of hours of my material, private livestreams, premium call in shows, the 22 Part History of Philosophers series and much more!<br/><br/>See you soon!<br/><br/>https://freedomain.locals.com/support/promo/UPB2022")
_celebrity-fashion-spotlight-fantasia-fashionpolice-celebrityfashion-fantasiabarrino-stylereview.webp "KC Artis")
Celebrity Fashion Spotlight #fantasia #fashionpolice #celebrityfashion #fantasiabarrino #stylereview
⏲ 14 seconds 👁 2.6K
_faces-of-fantasia-model-search-2018.webp "Fantasia Entertainment")
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