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_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 \")
_swimsuit-the-movie-1997.webp "A mockumentary about a group of swimsuit models hired by a fictitious Chemical company to shoot a product catalog. The movie spoofs the whole Baywatch-Sports Illustrated obsession with calendar girls as it follows the travails of models forced to shill for a company covering up oil spills, defective breast implants and synthetic food substitutes.")
_josh-smith-more-on-the-live-version-of-39triple-j-hoedown39.webp "This is the fourth instalment on the live version of Josh Smith's tune “Triple J Hoedown,” featured on his album, Live at the Spud, recorded at the infamous Baked Potato in Los Angeles. We looked at the section that precedes his guitar solo and features drummer Gary Novak and Josh freely improvising on the groove with no strict adherence to any chord progression. Here, Josh talks about what he plays in the tune’s solo section.")
_how-to-mount-a-steel-cable-on-walls-tutorial.webp "We all need Sturdy Support!This activity is performed by actors in a controlled environment. Please use caution if you plan to replicate.<br/>Music by Epidemic Sound: https://www.epidemicsound.com/<br/><br/>#craft #woodmood")
_short-video-2024.webp "shorts,short,youtube shorts,short video,funny shorts,esmile shorts,shorts for kids,short film,trending shorts,how to use youtube shorts,youtube shorts tutorial,how to make youtube shorts,short nature,viral shorts,how to make a shorts in youtube,shorts videos,making cake short video,short nature clip,how to make youtube shorts in youtube,how to make youtube shorts and upload,video game shorts,minecraft shorts,how to make youtube videos into shorts")
_embroidery-mug-hand-embroidery-design-chain-stitch-flower-embroidery-design.webp "Embroidery mug<br/>Embroidery tutorial flower <br/>Hand embroidery design for girls dress <br/>Embroidery for baby frock design")
_islamic-hadees-124trending-videos-124islamic-videos-124best-124shorts-feed-124trend-124viral-124viral-videos-124videos.webp "ASSALAM O ALIKUM!<br/> THIS ISLAMIC CHANNELIS A VERY INFORMATIVE CHANNEL. DIFFERENT ISLAMIC AHADEES VIDEOS. INFORMATION CHANNEL. UNIQUE VIDEOS.<br/>PLEASE LIKE MY VIDEOS.<br/>THANK YOU!")
_cute-feline-moments-viralshorts-trendingshorts-animalsshorts-trendingreels.webp "Cute Cat Reaction<br/>#viralshorts #trendingshorts #animalsshorts #trendingreels<br/>")
_contagion-of-fear-2024-hindi-dubbed-movie.webp "Contagion of Fear (2024) Hindi Dubbed Movie")
_swimsuit-the-movie-1997.webp "A mockumentary about a group of swimsuit models hired by a fictitious Chemical company to shoot a product catalog. The movie spoofs the whole Baywatch-Sports Illustrated obsession with calendar girls as it follows the travails of models forced to shill for a company covering up oil spills, defective breast implants and synthetic food substitutes.")
_applying-a-jimi-hendrix-approach-to-improvising-on-39rollin-stone39-with-andy-aledort.webp "In Deep by Andy Aledort.<br/><br/>DEEP WATERS<br/>Over the course of the last few columns, we’ve been exploring different ways to improvise around the main themes and melodies played by Muddy Waters on his classic track, “Rollin’ Stone.” Jimi Hendrix recorded a few incredible versions of this song, under the title “Catfish Blues.” Three great versions can be heard on The BBC Sessions, Blues and the Jimi Hendrix Experience box set. Andy Aledort looks at some ways to add Jimi-like ideas to interpreting and improvising on this song.")
_cute-russian-girl.webp "cute russian girl")
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