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_termination-2019-english-full-movie.webp "Termination 2019 English Full Movie")
_machine.webp "Feleciabrox - Topic")
_ibilib-submarines-vs-ultrasound-machines.webp "Aired (June 2, 2024): What do submarines and ultrasound machines have in common? Join us as we unravel the connections and unveil the secrets behind these seemingly disparate innovations.<br/>")
_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 \")
_pythagora-switch-mini-10-stick-anime-handkerchief-theater.webp "Bad 10 Stick Anime and ending with Synchronized Trigger Machine (Patranger)")
_the-most-underrated-albums-by-10-major-metal-bands.webp "The Most Underrated Albums By 10 Major Metal Bands")
_unicorn-sausage-holder-unicorn-testing-cooking-hacks-and-crafts.webp "Do you like to cook? Our unicorn loves to get to work in the kitchen! And cool crafts and gadgets will help her do it. Watch it and write in the comments what you like more - kitchen gadgets or crafts?<br/><br/>0:00 Unicorn Egg In Toilet<br/>0:39 Crocodile Chopper / Jaw<br/>1:52 Snack & Drink Cup / Plastic container<br/>2:35 Dumpling Maker / Ice mold<br/>3:40 Popcorn Machine / Corn cob<br/>4:49 Egg Poacher / Ladle<br/>5:34 Butter Cutter / Strainer <br/>6:34 Corn shucker / Toothpick<br/>7:42 Strawberry stem remover / Straw<br/>8:45 Sausage sharpener / Soda Can <br/><br/>#unicorn #hacks #gadgets")
_lovely-dark-and-deep-2023-english-movie.webp "Lovely Dark and Deep (2023) English Movie")
_18-hidden-secret-2021-bengali-short-film.webp "18+ Hidden Secret (2021) Bengali Short Film")
_widows-point-2019-english-movie.webp "Widows Point 2019 English Movie")
_big-machine.webp "Big machine from meine geilefuck machine")
_this-hilarious-chicken-won39t-stop-clucking-about-his-burgers.webp "Get ready for a laugh-out-loud encounter you won't believe! This hilarious video features a one-man clucking machine who's also a burger-slinging genius.Witness the incredible (and slightly insane) salesmanship of a laid-back guy who's channeling his inner chicken to sell his delicious chicken burgers. <br/><br/>Video ID: WGA525278<br/><br/>All the content on Heartsome is managed by WooGlobe<br/><br/>For licensing and to use this video, please email licensing(at)Wooglobe(dot)com.<br/><br/>►SUBSCRIBE for more Heartsome Videos: <br/><br/>-----------------------<br/>Copyright - #wooglobe #heartsome <br/>#funnychickenburgervendor #hilarioussalespitch #incrediblemarketingstrategy #viralvideo #deliciouschickenburgers #streetfood #fastfoodmarketing #funnyfoodvideos #chickenburgerrecipe #cantstopwontstop #toofunny #cluckinggood #marketinggenius #wheredidhegetthatoutfit #sogood #ilovechicken #musttry #foodie #comedygold #caughtoncamera #foodphotography<br/>")
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