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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 \")
_can-you-count-the-colours-124-45-mins-compilation-124-learn-to-count-124-numberblocks.webp "Numberblocks")
⏲ 44 minutes 37 seconds 👁 131.1K
_patterns-sequences-and-code-cracking-124-learn-to-count-with-numberblocks.webp "Numberblocks")
⏲ 36 minutes 13 seconds 👁 1.1M
_the-king-delivers-speech-at-d-day-anniversary-in-normandy.webp "The King has led the tributes at a ceremony in Normandy to mark the 80th anniversary of the operation. His Majesty paid tribute to those who âdid not flinch when the moment cameâ on D-Day in his address to leaders and veterans at the commemoration service.<br/> Report by Kennedyl. Like us on Facebook at http://www.facebook.com/itn and follow us on Twitter at http://twitter.com/itn")
_omg-passed-a-million-numberblocks-pattern-palace-but-6-10.webp "Numberteles Official Channel")
_numberblocks-pattern-palace-124-learn-to-count.webp "Numberblocks")
_most-beautiful-birds-in-the-world-124-breathtaking-beauty-of-earth39s-most-exquisite-birds-124-relaxation.webp "4K Ultra HD - 60FPS | Enchanting Natural Harmony | Serene Soundscape for Relaxation | The Breathtaking Beauty of Earth's Most Exquisite Birds: A Visual Symphony.<br/><br/>The world's most resplendent, awe-inspiring, and marvellous birds.<br/><br/>Relaxing Nature Sounds, Serene Birdsong, and Calming Melodies.<br/><br/>The world is graced by an array of stunningly beautiful birds, each captivating with its unique allure. The resplendent quetzal, native to Central America, enchants with its vibrant emerald and ruby plumage, embodying a symbol of freedom and beauty. The peacock, famed for its extravagant and iridescent feather display, exudes elegance and grandeur, making it a timeless symbol of opulence. The Scarlet Macaw, adorned with a brilliant scarlet coat and intricate blue and yellow markings, captivates with its majestic and vivid presence. The hummingbird, with its jewel-like colours and mesmerizing flight patterns, embodies grace and delicacy. These magnificent birds, among many others, remind us of the unparalleled beauty found in the natural world.<br/><br/>This video is a vibrant celebration of colour and the breathtaking wonders of nature, showcasing the unparalleled beauty encapsulated in the graceful creatures known as birds. It brings together the most astonishing avian species from across the planet, presenting their splendour through stunning visuals set to exclusive, soothing nature sounds.<br/><br/>This video offers a rejuvenating experience, aiding in stress relief and promoting a favourable chemical balance in both your brain and body. By engaging with this content, you can achieve a state of relaxation, heightened focus, improved performance, and better sleep. These benefits contribute to overall healing and a positive transformation in your life.<br/><br/>If you enjoy our content, we deeply appreciate your support through subscribing and sharing. Your gesture means a lot to us. Thank you for being part of our community!<br/>2023 ŠAWESOME NATURE<br/>#nature #wildlife #birds #animals #stressrelief #4k #forestsounds")
Most Beautiful Birds in the World | Breathtaking Beauty of Earth's Most Exquisite Birds | Relaxation
⏲ 0:9 👁 70K
_numberblocks-124-easter-challenge-124-learn-to-count.webp "Numberblocks")
_live-pattern-palace-can-mario-and-numberblocks-1-vs-r-i-p-zombie-numberblocks-maze.webp "8Bit Animation")
_watch-king-charles-reads-diary-entry-from-grandfather-george-vi-on-d-day-anniversary.webp "King Charles read a diary entry from his grandfather George VI on the D-Day anniversary.Source: D-Day 80: Tribute to the Fallen, BBC")
_pattern-palace-and-buildings-in-numberland-124-learn-to-count-124-maths-for-kids-124-numberblocks.webp "Numberblocks")
⏲ 23 minutes 19 seconds 👁 473.5K
_numberblocks-124-the-numberblocks-express-124-full-episodes-for-kids-124-123-learn-to-count.webp "Numberblocks")
⏲ 35 minutes 49 seconds 👁 1.2M
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