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_fantasy-action-movie-best-sci-fi-movie-2021-full-movie-english-sci-fi-movie-2021-movie-21.webp "Fantasy action movie Best Sci Fi Movie 2021 Full Movie English Sci Fi Movie 2021 Movie 21")
⏲ 1:24:0 👁 85K
_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 \")
_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")
⏲ 0:59 👁 135K
_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.")
_wallows-do-asmr-with-vinyl-records-talk-new-album-92.webp "On this episode of Mind Massage, Wallows take us on a sound journey using some of their favorite items such as their vinyls, tennis rackets, La Croix and more!")
_how-to-on-auto-topo-funcation-in-gps-leica-gps-gs-14-in-english-language.webp "In this video i will tell ypu how to on auto topo funcation in leica gps gs -14<br/><br/>How to import data in gps<br/>https://youtu.be/-4Usm_AJa9k<br/><br/>How to mark straight line in gps<br/> https://youtu.be/Q_zOu_7xRYc<br/><br/>How import data in gps<br/>https://youtu.be/-4Usm_AJa9k<br/><br/>How to mark curve with gps<br/>https://youtu.be/ZcgRYEFgsH0<br/><br/>How to make codes and take site data with gps <br/>https://youtu.be/5TzssVfeXb4<br/><br/>How to export data frome gps<br/>https://youtu.be/912pSGjNbh0<br/><br/>How to take site date in survey option https://youtu.be/yjiUyFYQDfw<br/><br/>Complete set up of leica GPS<br/>https://youtu.be/g3lQfJmGg2o<br/><br/>how to make setting out with gps <br/>https://youtu.be/zAgL05HeH5c<br/><br/>Query....<br/>How to make codes in GPS <br/>GPS ma code kasay banain <br/>GPS education in urdu<br/>leica gps <br/>leica gs14<br/><br/>#surveywork <br/>#gpstraning <br/>#roadconstruction<br/>#sheratech<br/>#leicags14")
_pendatang-best-thriller-movie-2023-124-4k-full-hd-124-subtitled.webp "PENDATANG - Best Thriller Movie 2023 | 4k Full HD | Subtitled")
_bikini-fashion-show-new-general-ft-sentuna-playlist-edition124124-barbara-palvin-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.")
⏲ 2:49 👁 95K
_new-seriesaccidentally-married-to-secret-billionaire-drama-miniseries-revenge-relationship.webp "NEW seriesAccidentally Married To Secret Billionaire drama miniseries revenge relationship")
⏲ 8:8 👁 35K
_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.\")
_model-at-lakme-fashion-week--lakmefashionwee.webp "Model at Lakme fashion week _lakmefashionwee")
_suzuki-gs150se-2024-top-speed---fuel-average-soon-on-pk-bikes---united-autos-motorsports720p-hd.webp "SUZUKI GS150SE 2024TOP SPEED _ FUEL AVERAGE SOON ON PK BIKES _ UNITED AUTOS MOTORSPORTS(720P_HD) from hot model busan auto show nipleslip")
⏲ 10:45 👁 35K
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