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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
The new Škoda Octavia Sportline in Blue Driving Video
⏲ 2:43 👁 1.5M
Swimsuit The Movie 1997
⏲ 1:28:11 👁 645K
4k Transparent | Windows Cleaning | See-Through Lingerie
⏲ 2:2 👁 65K
【HIT】EP9 Spoiled By My Disabled CEO #drama #miniseries #minidrama #revenge #minidrama #relationship
⏲ 0:59 👁 65K
2024 Ford Pro E-Transit Custom Limited Exterior Design in Aqua Blue
⏲ 1:54 👁 65K
Ancelotti 'a role model for every young coach' - Terzic
⏲ 0:33 👁 65K
Bikini Fashion Show: New General (ft. Sentuna) Playlist Edition|| Barbara Palvin Modeling -Alexara
⏲ 2:49 👁 60K
Lovely Dark and Deep (2023) English Movie
⏲ 1:27:14 👁 190K
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_session-17-deployment-of-machine-learning-models-in-open-ran-networks.jpg "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 \")
_the-new-koda-octavia-sportline-in-blue-driving-video.jpg "Skoda Auto has updated the hatchback and estate versions of its iconic Octavia. With more than 7 million units sold, it is by far the brand’s best-selling model. Its fourth modern generation has now been given a freshened look that includes a revised Škoda grille and new second-generation LED Matrix beam headlights. The comprehensive standard equipment offers features like a dual-zone Climatronic system or a 10‑inch Digital Display. Furthermore, the share of sustainable materials in the interior has increased. For an even more advanced in-car experience, the AI-powered chatbot ChatGPT will be integrated into the Laura voice assistant later in 2024. Additional safety and assistance systems enhance active and passive safety and a new range structure provides additional individualisation options.")
_swimsuit-the-movie-1997.jpg "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.")
_4k-transparent-124-windows-cleaning-124-see-through-lingerie.jpg "4k Transparent | Windows Cleaning | See-Through Lingerie<br/><br/>Subscribe & Like for more Transparent Cleaning & Try On Haul videos")
_hitep9-spoiled-by-my-disabled-ceo-drama-miniseries-minidrama-revenge-minidrama-relationship.jpg "HITEP9 Spoiled By My Disabled CEO drama miniseries minidrama revenge minidrama relationship")
_2024-ford-pro-e-transit-custom-limited-exterior-design-in-aqua-blue.jpg "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
_ancelotti-39a-role-model-for-every-young-coach39-terzic.jpg "Edin Terzic shared his admiration for Real Madrid boss Carlo Ancelotti ahead of the Champions League final.")
_bikini-fashion-show-new-general-ft-sentuna-playlist-edition124124-barbara-palvin-modeling-alexara.jpg "Alexara is one of the International leading Brand.<br/>We are selling different collection of Bikinis, Lingerie, Swim Wears, Rash Guards, Sleeping and Swim wears clothes.<br/>Alexara also working on Music Blog & dedicated to promoting new Artists.")
_lovely-dark-and-deep-2023-english-movie.jpg "Lovely Dark and Deep (2023) English Movie")
_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 \")
_the-new-koda-octavia-sportline-in-blue-driving-video.webp "Skoda Auto has updated the hatchback and estate versions of its iconic Octavia. With more than 7 million units sold, it is by far the brand’s best-selling model. Its fourth modern generation has now been given a freshened look that includes a revised Škoda grille and new second-generation LED Matrix beam headlights. The comprehensive standard equipment offers features like a dual-zone Climatronic system or a 10‑inch Digital Display. Furthermore, the share of sustainable materials in the interior has increased. For an even more advanced in-car experience, the AI-powered chatbot ChatGPT will be integrated into the Laura voice assistant later in 2024. Additional safety and assistance systems enhance active and passive safety and a new range structure provides additional individualisation options.")
_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.")
_4k-transparent-124-windows-cleaning-124-see-through-lingerie.webp "4k Transparent | Windows Cleaning | See-Through Lingerie<br/><br/>Subscribe & Like for more Transparent Cleaning & Try On Haul videos")
_hitep9-spoiled-by-my-disabled-ceo-drama-miniseries-minidrama-revenge-minidrama-relationship.webp "HITEP9 Spoiled By My Disabled CEO drama miniseries minidrama revenge minidrama relationship")
_2024-ford-pro-e-transit-custom-limited-exterior-design-in-aqua-blue.webp "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
_ancelotti-39a-role-model-for-every-young-coach39-terzic.webp "Edin Terzic shared his admiration for Real Madrid boss Carlo Ancelotti ahead of the Champions League final.")
_bikini-fashion-show-new-general-ft-sentuna-playlist-edition124124-barbara-palvin-modeling-alexara.webp "Alexara is one of the International leading Brand.<br/>We are selling different collection of Bikinis, Lingerie, Swim Wears, Rash Guards, Sleeping and Swim wears clothes.<br/>Alexara also working on Music Blog & dedicated to promoting new Artists.")
_lovely-dark-and-deep-2023-english-movie.webp "Lovely Dark and Deep (2023) English Movie")
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