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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 \")
_library-study-124-study-in-library-124-ganpatsinghrajpurohit-124-library-study-home-study.webp "success tips")
⏲ 1 minute 48 seconds 👁 241.7K
_dc-kishtwar-inaugurate-aspirants-hub-library-behind-heritage-bagh-ward-no-7-mc-kishtwar.webp "Asif Iqbal Naik")
⏲ 2 minutes 35 seconds 👁 1K
_spanish-design-duo-reveal-secrets-behind-award-winning-barcelona-library.webp "If the couple's mission was to make reading relevant again then this is a total triumph. A long queue of people regularly wait to get inside the Barcelona library, in scenes more reminiscent of a concert than a reading room in a quiet area of the city.")
_librarian-robert-statham-raps-for-judges-124-auditions-124-bgt-2024.webp "Britain's Got Talent")
_cozy-rainy-library-with-fireplace-124-videos-made-to-study-rather-than-sleep.webp "dreamy sound")
⏲ 8 hours 58 seconds 👁 1.9M
_sunog-sumiklab-sa-library-ng-letran-walang-nasaktan-124-saksi.webp "Saksi is GMA Network's late-night newscast hosted by Arnold Clavio and Pia Arcangel. It airs Mondays to Fridays at 11:00 PM (PHL Time) on GMA-7. For more videos from Saksi, visit http://www.gmanews.tv/saksi.<br/><br/>News updates on COVID-19 (coronavirus disease 2019) and the COVID-19 vaccine: https://www.gmanetwork.com/news/covid-19/<br/><br/>#Nakatutok24Oras<br/><br/>Breaking news and stories from the Philippines and abroad:<br/>GMA News and Public Affairs Portal: http://www.gmanews.tv<br/>Facebook: http://www.facebook.com/gmanews<br/><br/>Twitter: http://www.twitter.com/gmanews<br/>Instagram: http://www.instagram.com/gmanews<br/><br/>GMA Network Kapuso programs on GMA Pinoy TV: https://gmapinoytv.com/subscribe<br/><br/><br/>")
_a-dating-coach-that-library-show.webp "That Library Show")
_asmr-124-library-sounds-124-dust-jacket-crinkles-amp-stamps-soft-spoken.webp "SouthernASMR Sounds")
_take-a-tour-of-cleo-wade39s-impeccably-curated-bookshelves-124-shelf-portrait-124-marie-claire.webp "Writer Cleo Wade brought Marie Claire inside her home to show off her poetry-and-pottery-filled bedroom library. Hear about the last book that kept her up all night and why Reese Witherspoon is one of her book gurus.")
⏲ 9:0 👁 45K
_15-most-impressive-libraries-in-the-world.webp "Top Fives")
_blippi-loves-the-library-124-blippi-wonders-educational-videos-for-kids.webp "Blippi Wonders - Educational Cartoons for Kids")
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