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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

Code.org

CS Principles: Using Loops

⏲ 6 minutes 7 seconds 👁 52.2K

Dr Codie

For | While | Loops | Programming | AP Computer Science Principles

⏲ 11 minutes 18 seconds 👁 561

#PanjabiAkhan, also referred to as Punjabi proverbs or \

Akhan Log Sayany - Punjabi Akhan and muhavare - #punjabiculture #punjabi

⏲ 1:59 👁 5K

Mr. Kaiser

Code.org Lesson 8 Loops Lock Screen Maker App | Tutorial with Answers | Unit 6 CS Principles

⏲ 24 minutes 22 seconds 👁 159.5K

Codecademy

Intro to Programming: Loops

⏲ 1 minute 41 seconds 👁 117.6K

Laffey - Light Years Away [0:00]<br/> Laffey & Mondo Loops - Gravity Free [2:30]<br/> Laffey - Allowing Rest [5:43]<br/> Laffey & After Noon - Self Discovery [8:25]<br/> Laffey & Hoogway - Floating, Drifting [11:28]<br/> Laffey - Filling The Void [13:42]<br/> Laffey - Mother Earth [16:28]<br/> Laffey & Softy - Returning Home [19:21]<br/><br/>HOW ? <br/>©️ How to use Music ?: https://form.lofigirl.com/CommercialLicense<br/>©️ How to use Video ?: This video was made with the film Mirror by Tarkovsky.<br/><br/>♾️The links :<br/>- For Music () = COPY & PASTE [---]<br/>- For Video () = COPY & PASTE [~~~] <br/>- For Music & Video () & () = COPY & PASTE [---] & [~~~] <br/><br/>✔️ Download Music (Lofi Records): https://lofigirl.com/releases/out-of-orbit<br/><br/>✔️ Download Video & Pictures (Etoile): https://www.dropbox.com/scl/fo/gi40n0yl3p7qov6n3e9hm/AJ_I2Yl29CTVpOB3Z0H4B9g?rlkey=0c4gmwiatw3iy8l6dfxl8rfaw&st=wzpjuniv&dl=0<br/><br/>---MUSIC:<br/> Laffey<br/> Lofi Records: https://lofigirl.com/artists/laffey<br/> Youtube: https://www.youtube.com/channel/UCBesQjagD9tuwL1K2tQmKGg<br/> Apple Music: https://music.apple.com/fr/artist/laffey/1369405910<br/> Soundcloud: https://soundcloud.com/prodbylaffey<br/> Twitter: https://twitter.com/laffey_<br/> Deezer: https://www.deezer.com/artist/49073151?autoplay=true<br/> Spotify: https://open.spotify.com/artist/7LWdcPFBFcRaamGjIJbPV7?autoplay=true<br/> Mondo Loops<br/> Spotify: https://open.spotify.com/artist/1XFN3VcuKr4tsTtQlRiTgK?si=Cukl-QxtTEqLZzdnwQxWpw&nd=1&dlsi=afead9397a2f438e<br/> Soundcloud: https://soundcloud.com/mondoloops<br/> Youtube: https://www.youtube.com/mondoloops<br/> BandCamp: https://mondoloops.bandcamp.com<br/> Facebook: https://www.facebook.com/mondoloops<br/> Instagram: https://www.instagram.com/mondoloops<br/> Website: https://mondoloops.com<br/> mondoloops@gmail.com<br/> After Noon<br/> Lofi Girl: https://lofigirl.com/artists/After-Noon<br/> Spotify: https://open.spotify.com/artist/23ZyvK3IS7xXY1COP8KiRW<br/> Apple Music: https://music.apple.com/us/artist/after-noon/1497713643<br/> Instagram: https://www.instagram.com/always.after.noon<br/> Soundcloud: https://soundcloud.com/alwaysafternoon<br/> Hoogway<br/> Lofi Girl: https://lofigirl.com/artists/hoogway<br/> Spotify: https://open.spotify.com/artist/1Mh9G47YfuaLdQs44voLrQ<br/> Apple Music: https://music.apple.com/artist/hoogway/1404296275<br/> Instagram: https://www.instagram.com/hoogway.music<br/> Soundcloud: https://soundcloud.com/hoogway<br/> hoogway.music@gmail.com<br/> Softy<br/> Spotify: https://open.spotify.com/artist/0wcen0V8FgQu6xYupnZMbB<br/> SoundCloud: https://soundcloud.com/softy_soo<br/> Instagram: https://www.instagram.com/softy_hs<br/> Apple Music: https://music.apple.com/artist/softy/1491025251<br/>---<br/><br/>~~~VIDEO EDITING: <br/> Laurent Guidali<br/>⭐ https://Www.Etoile.App<br/>~~~<br/><br/>~~~MOVIE:<br/> Andreï Tarkovsky<br/>️ Mirror<br/> Wikipedia: https://en.wikipedia.org/wiki/Mirror_(1975_film)<br/>~~~<br/><br/>Music promoted by eMotion:<br/>Video Link : https://youtu.be/TUttu5RowQU<br/><br/>WHAT ? <br/>Laffey & Softy - Returning Home<br/>Lo Fi/Thinking Vibes Music World

Laffey | Out of Orbit [FULL ALBUM]

⏲ 22:3 👁 5K

LearnFree

Computer Science Basics: Sequences, Selections, and Loops

⏲ 2 minutes 27 seconds 👁 143.4K

Zurich Instruments

Principles of Phase-Locked Loops (PLL)

⏲ 8 minutes 16 seconds 👁 6.6K

Join us in the heart of our village as we prepare traditional Lavash bread, baked to perfection using time-honored techniques. Our baking bread process involves the unique method of barrel cooking over a wood fire, bringing out the rustic flavors that define village cooking. This video is all about traditional recipes and homemade bread that bring comfort and warmth to your table.<br/><br/>In this video, you will see:<br/> Barrel cooking: Watch the fascinating process of baking bread in a wood-fired oven.<br/> Traditional methods: Learn the secrets of baking bread from scratch using simple ingredients.<br/> Freshly baked Lavash: Step-by-step guide to making rustic, artisan bread perfect for any meal.<br/>Whether you’re a cooking enthusiast, love village life, or just want to relax with some peaceful and scenic views, this video is for you!<br/><br/>Our village cooking combines authentic recipes with the principles of farm-to-table cuisine, ensuring that every bite is filled with flavor and tradition. Embrace the art of homemade baking as we show you how to create hearty meals and delicious bread from scratch.<br/><br/> Don’t forget to like, comment, and subscribe for more videos on village life and traditional cuisine! Let us know in the comments if there’s a specific recipe you’d like to see next.<br/><br/>#VillageLife #TraditionalRecipes #BakingBread #BarrelCooking #WoodFireCooking #RusticBread #HomemadeBread

️ Traditional Lavash Bread: Baking Bread on a Barrel Over Wood Fire

⏲ 0:19 👁 5K

Kong Academy

Computer Science OCR A level Paper 1 revision

⏲ 42 minutes 17 seconds 👁 71

Quantum Leaps, LLC

#2 How to change the flow of control through your code

⏲ 10 minutes 59 seconds 👁 105.9K

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