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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

⏲ 4:9 👁 75K

𝖏𝖆𝖒𝖎𝖊 𝖙𝖌𝖒 𝟸

Wb vs wb splatter

⏲ 55 seconds 👁 7.9M

ZOGUGUK

[4K VR 360°] Scary horror Teletubbies

⏲ 1 minute 45 seconds 👁 2.2M

The Zoonomaly Horror Game is a *NIGHTMARE* #nocommentary<br/><br/>You must survive a monster infested zoo while searching for key shards that unlock the truth to its origin. Collect all the key shards by solving puzzles throughout the grounds and put a stop to the monster mayhem.<br/><br/><br/>Are you passionate about gaming? Looking for the latest Indie games and games? Join my channel, where we dive deep into horror games and indie games!<br/><br/>If you have a game you want me to try out, just drop me an email.<br/><br/>Contact pakazonegamingchannel@gmail.com If you want a video to be recredited or deleted. We will do so accordingly.<br/><br/>#nocommentary #horrorgaming #indiegames #horrorgames<br/><br/>Feeling generous? Support me on Ko-fi: https://ko-fi.com/pakazonegamingchannel ☕️

The Zoonomaly Horror Game is a *NIGHTMARE*

⏲ 14:40 👁 70K

Stormkas

Slendytubbies 3 Campaign: All Chapters

⏲ 1 hour 9 minutes 8 seconds 👁 1.5M

Taste Gaming

SLENDYTUBBIES 3 | THE ULTIMATE SURVIVAL CHALLENGE - ME VS EVERY MOB IN THE GAME

⏲ 17 minutes 29 seconds 👁 727.2K

「AMV」- R.I.P.

⏲ 2:58 👁 70K

FusionZGamer

TERRIFYING BLIND MONSTER HUNTS ME DOWN! | SlendyTubbies 3 (Part 3)

⏲ 15 minutes 34 seconds 👁 1.1M

Lammy

¡El origen de CADA enemigo de Slendytubbies!

⏲ 3 minutes 31 seconds 👁 926.9K

LOSE BELLY FAT IN 7 DAYS Challenge from SkyFitness is the perfect workout for you to burn those unwanted belly fat in just 7 days. Stay Fit & healthy living with Sky Fitness <br/><br/> Intro<br/> 1 - Warm Up <br/> 2 - Mountain Climbers Two Sets<br/> 3 - Leg Raises (Super Set)<br/> 4 - Half Crunches (Super Set)<br/> 5 - Toes Touch (Super Set)<br/> 6 - Forward Elbow Plank <br/> <br/>Download Fitness playlist and watch <br/><br/> Subscribe and show some love<br/><br/>Check out our Full body Workouts playlist byhttps://www.youtube.com/playlist?list=PLj2CFtSaPIal7uvbH-7ttgTUjLETmcXz2<br/><br/>Subscribe to SkyFitness & Health channel now: https://youtube.com/@SkyFitnessClub-786?si=1L8oXwTXBNpTaz1q<br/><br/>I make Full body workouts fun, daily Workouts to stay healthy & Fit, mental fitness<br/>For More information about exercise Home workout and Healthy diet plan Contact us<br/> Our Gmail<br/> skyfitness00@gmail.com<br/><br/>#BeBetterEveryDay #Bellyworkout #fitnessmotivation #gymmotivation #losethighfat #reducehipsfat #losehipsize #fitnessmotivation #workout #exercise #health #homeworkout<br/>#mindbodyconnection #workout #health# #exercise #fitness #fatloss #weightloss <br/>Stay tuned to SkyFitness

LOSE BELLY FAT IN 7 DAYS Challenge | Lose Belly Fat In 2 Weeks At Home | Sky Fitness & health

⏲ 5:1 👁 15K

Grassdie

Andrew W.K - Ready To Die (One Night at Flumpty's 3 Animation)

⏲ 1 minute 49 seconds 👁 2.7M

Ricardo Medina

4Kids Censorship On Eddsworld

⏲ 27 seconds 👁 1.2M

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