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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 \

Session 17: Deployment of Machine Learning Models in Open RAN Networks

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I and many others have NOT forgotten what Glitch Productions has done. They don't even care about the show that started it all for them!<br/><br/>A useful Glitch Productions drama thread: https://twitter.com/tsukyiio/status/1763128123078439125<br/><br/>Kevin's Response: https://twitter.com/glitch_prod/status/1764789931619340661<br/><br/>Neofeud Trailer: https://www.youtube.com/watch?v=VQAMJgs5euA<br/><br/>Logan Thirtyacre Does Not Deserve a Platform: https://www.youtube.com/watch?v=PO0Tmi7YaP0&t=2s&pp=ygUsTG9nYW4gVGhyaXR5YWNyZSBEb2VzIE5vdCBEZXNlcnZlIGEgUGxhdGZvcm0%3D<br/><br/>Brett McLaughlin: The Plush Community's Most SHAMELESS Creep: https://www.youtube.com/watch?v=DcHecnmBfjI&t=663s<br/><br/>Spider-Verse Artists Say Working on the Sequel Was ‘Death by a Thousand Paper Cuts’ : https://www.vulture.com/2023/06/spider-verse-animation-four-artists-on-making-the-sequel.html<br/><br/>Australian cooperatives: https://business.gov.au/planning/business-structures-and-types/business-structures/co-operative<br/><br/>My DeviantArt: https://auraterrorbird.deviantart.com/<br/>My Twitter: https://twitter.com/AuraTerrorbird<br/>Discord server link: https://discord.gg/GNfJHAUvyj<br/><br/>Donate!<br/>My Patreon:<br/>https://www.patreon.com/user?u=6333719<br/>PayPal link:<br/>paypal.me/GScarboro<br/>My SubscribeStar:<br/>https://www.subscribestar.com/auraterrorbird<br/>My Ko-fi:<br/>https://www.ko-fi.com/auraterrorbird<br/><br/>All of my socials: https://linktr.ee/auraterrorbird<br/><br/>Sources used: https://pastebin.com/NLZVnwUz<br/><br/>Made with Movavi Video Suite

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HOLY CRUD FINALLY BACK TO UPLOADING STUFF AGAIN<br/><br/>hey hi hello, here's a new remix thing! this time, i decided to make it in BeepBox instead of GarageBand just to spice it up a lil bit. also bc when i put this song into GarageBand it sounded doodoo and gave me a mini sensory overload sajhbjfebrb<br/><br/>this is probably my favorite remix i've made so far ngl! it also helps that i freaking love this theme (even though i've never played Diddy Kong Raing in my life lmao) so yeah. anyway uh hope you enjoy and see ya 50 years later when i upload my next thing lol<br/><br/>OG Song: https://www.youtube.com/watch?v=JeMyiHfz-xM<br/>OG MIDI made by Dave Phaneuf on VGMusic.com<br/>Arranged using Beepbox.co<br/>Video made using Kapwing<br/>Feel free to use this remix as long as credit is given!<br/><br/>shameless plugin for my discord server lmao https://discord.gg/nBdEqn7mUs :) /j<br/><br/>(NOTE: I am not affiliated with Nintendo in any way. This was made purely for fun. If, at any point, Nintendo wants me to take this down, i will do so.)

Pirate Lagoon (from Diddy Kong Racing) - Remix

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Dragon Prince Yuan Episode 01 Subtitles<br/>---------------<br/> Full Episode Watch: https://h-donghua.xyz/ https://h-donghua.com<br/> Like with us: https://web.facebook.com/hdonghuacg<br/> Join With Telegram Group: https://t.me/hdonghuagroup<br/> Join Discord Server: https://discord.gg/XfJd7YC2XW <br/> Subscribe Discord Server: https://www.youtube.com/@H-DonghuaCG

Dragon Prince Yuan Episode 01 Subtitles

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