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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
Prod ZBeatz
[FREE] Live Guitar Loop Kit Sample Pack \"Love Lost\" (Blxst, West Coast,Emotional, Sad, Love)
⏲ 4 minutes 40 seconds 👁 957
EnBeat Tube
FREE DOWNLOAD GUITAR LOOP KIT ROYALTY FREE SAMPLE PACK - \"vol.59\" [Melody Loops]
⏲ 1 minute 57 seconds 👁 1.9K
Fender's American Acoustasonic Jazzmaster adds in an Acoustasonic Shawbucker for an even more versatile acoustic / electric hybrid guitar.<br/><br/>This sound demo was recorded directly through a Line6 Helix Stomp.
Fender Acoustasonic Jazzmaster Sound Demo
⏲ 6:13 👁 205K
txwv prod
{20+} free guitar loop kit \"June\" by txwv (100 SUBS SPECIAL)
⏲ 2 minutes 18 seconds 👁 319
Roaedsounds
+5 [FREE] \"WARFARE\" - MELODIC x DARK UK NY DRILL LOOP KIT - (Central Cee, Pop Smoke, Russ Millions)
⏲ 1 minute 16 seconds 👁 12
Bobby Manning welcomes Kirk Henderson from Mavs Moneyball to provide a preview of Dallas entering the NBA Finals, including how challenging Luka Doncic and Kyrie Irving will be to slow, what Mavericks fans think of Kristaps Porzingis and more.<br/><br/>The Garden Report's Key Moments:<br/>0:00 - Introducing Kirk Henderson from Mavs Money Ball<br/>2:58 - Importance of three-point shooting in the series<br/>5:59 - Wearing down Luka physically throughout the game<br/>8:20 - Porzingis' challenges with injuries and impact on Mavericks<br/>10:56 - Porzingis' resurgence and role with the Celtics<br/>12:38 - Mavericks' promising start and subsequent challenges<br/>15:18 - Kyrie's contentment and improved defense in the postseason<br/>16:56 - Kyrie's postseason performance analyzed<br/>20:22 - Importance of Porzingis for Mavericks<br/>22:13 - Mavericks' strong defense in the paint<br/>25:38 - Importance of pace and turnovers in the series<br/>27:56 - Mental challenge of dealing with Luka's dominance<br/>29:30 - Unpredictable outcomes and shocking plays<br/>33:55 - Excitement building up for the series<br/>37:22 - Benefits of using Nutrafol for hair growth<br/><br/>This episode of the Garden Report is brought to you by:<br/><br/>Get in on the excitement with PrizePicks, America’s No. 1 Fantasy Sports App, where you can turn your hoops knowledge into serious cash. Download the app today and use code CLNS for a first deposit match up to $100! Pick more. Pick less. It’s that Easy! Go to https://PrizePicks.com/CLNS<br/><br/>Take the guesswork out of buying NBA tickets with Gametime. Download the Gametime app, create an account, and use code CLNS for $20 off your first purchase. Download Gametime today. Last minute tickets. Lowest Price. Guaranteed. Terms apply.<br/><br/>Elevate your style game on and off the course with the PXG Spring Summer 2024 collection. Head over to https://PXG.com/GARDENREPORT and save 10% on all apparel. Use Code GARDEN REPORT!<br/><br/>Nutrafol Men! Take the first step to visibly thicker, healthier hair. For a limited time, Nutrafol is offering our listeners ten dollars off your first month’s subscription and free shipping when you go to https://Nutrafol.com and enter the promo code GARDEN!<br/><br/>HelloFresh, America’s #1 Meal Kit! Go to https://HelloFresh.com/gardenapps for FREE appetizers for life! One appetizer item per box while subscription is active. That’s free appetizers for life!<br/>
Bobby Manning welcomes Kirk Henderson from Mavs Moneyball to provide a preview of Dallas entering the NBA Finals, including how challenging Luka Doncic and Kyrie Irving will be to slow, what Mavericks fans think of Kristaps Porzingis and more.The Gard
⏲ 39:21 👁 8.5M
RIP Speakers
FREE Guitar Loop Kit Sample Pack!! (100% royalty free)
⏲ 1 minute 32 seconds 👁 448
Paul Fix Loop Kits
(FREE) Guitar Loop Kit - After The Gold Rush (Juice Wrld, Iann Dior, Lil Peep Type Samples Pack)
⏲ 4 minutes 46 seconds 👁 1.8K
Bleed kit presented toBrierley Hill Indoor market. <br/><br/><br/>
Bleed kit presented to Brierley Hill indoor market.
⏲ 0:26 👁 60K
JuLeeBeats
FREE Spanish Guitar Sample Pack Loop Kit - \"Dominica\" [5 Samples] With BPM, KEY & STEMS
⏲ 2 minutes 11 seconds 👁 66
O.Y Productions TV
FREE DOWNLOAD 500+ Afrobeat Loops | Mahaba Sample Pack Drums Guitars Melody Loops MIDI Kit
⏲ 13 minutes 33 seconds 👁 358
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