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_aussie-tennis-star-alex-de-minaur-advances-to-french-open-quarter-finals.jpg "The world No. 11 defeated fifth seed Daniil Medvedev to become the first Aussie player to reach the French Open quarters sinceLleyton Hewitt in 2004.")
⏲ 1:0 👁 240K
_39nadal-is-the-greatest-rival-i39ve-ever-had39-djokovic.jpg "Novak Djokovic says Rafael Nadal is his greatest ever rival after French Open win over Roberto Carballes Baena")
⏲ 0:47 👁 235K
_why-is-winning-the-masters-so-special.jpg "Did you know about the Masters Golf?<br/><br/>Golf Monthly is one of the world's leading multi-platform golf media brands.<br/>We exist to help golfers get more out of the game they love. Our team of passionate golfers and experts produce authoritative in-depth reviews of the latest golf equipment to help you buy better, tips and advice to improve your game, ideas for golf courses to play and places to stay and coverage of the game at every level from grassroots up to Tour.")
⏲ 1:46 👁 175K
_medvedev-victory-39biggest-win-i39ve-ever-had39-de-minaur.jpg "Alex De Minaur secured his first ever Grand Slam win against a top-5 player with victory over Daniil Medvedev.")
⏲ 0:59 👁 175K
_french-open-bets-with-nadal-eliminated.jpg "Rafael Nadal has been eliminated from the French Open, is the Men's tournament still as wide open as we thought going into the tournament last week?")
⏲ 4:57 👁 925K
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from indian bra pant open")
⏲ 10:48 👁 3.8M
_sleep-issues-ease-for-rybakina-in-city-of-light.jpg "Elena Rybakina said she is feeling healthy again after beating Elise Mertens in straight sets at Roland-Garros")
⏲ 0:51 👁 140K
_full-highlights-india-vs-bangladesh-icc-world-cup-warm-up-match-2024----ban-vs-ind-highlights.jpg "India vs Bangladesh Full Highlights Today Match | Ban vs Ind T20 World Cup Warm Up Match Highlights <br/>#indiavsbangladesh <br/>#warmupmatch <br/>#highlights <br/>#banvsind <br/>#warmup <br/>#highlight <br/>#t20worldcup2024 <br/>#yasinsports <br/>India vs Bangladesh <br/>India vs Bangladesh Highlights <br/>India vs Bangladesh Highlights Today <br/>India vs Bangladesh Highlights Today Match <br/>India vs Bangladesh Highlights 2024<br/>India vs Bangladesh Warm Up Match Highlights <br/>India vs Bangladesh Warm Up Match Highlights Today <br/>India vs Bangladesh Warm Up Match Highlights 2024<br/>Ind vs Ban <br/>Ind vs Ban Highlights <br/>Ind vs Ban Highlights Today <br/>Ind vs Ban Highlights Today Match <br/>Ind vs Ban Highlights 2024<br/>Ind vs Ban warm up match highlights <br/>ind vs ban warm up match highlights today <br/>Ind vs Ban warm up match highlights 2024<br/>Bangladesh vs India Highlights <br/>Bangladesh vs India Highlights Today <br/>Bangladesh vs India Highlights Today Match <br/>Bangladesh vs India Highlights 2024<br/>Bangladesh vs India Warm Up Match Highlights <br/>Bangladesh vs India Warm Up Match Highlights Today <br/>Bangladesh vs India Warm Up Match Highlights 2024<br/>T20 World cup 2024 ind vs ban warm up match highlights <br/>ind vs ban t20 world cup 2024 warm up match highlights <br/>ind vs ban t20 WC warm up match highlights <br/>India vs Bangladesh Warm Up Match Live <br/>Bangladesh vs India Warm Up Match Live <br/>Ind vs Ban warm up match live <br/>Ban vs Ind warm up match live <br/>Cricket Highlights")
⏲ 15:39 👁 590K
_tennis-roland-garros-2024-grigor-dimitrov-92.jpg "Le Bulgare Grigor Dimitrov au 3e tour de ce Roland-Garros 2024 !")
⏲ 5:21 👁 805K
_late-finishes-are-39not-healthy39-for-players-gauff.jpg "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
⏲ 0:49 👁 95K
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from indian bra pant open")
⏲ 10:48 👁 90K
_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 \")
⏲ 4:9 👁 75K
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_aussie-tennis-star-alex-de-minaur-advances-to-french-open-quarter-finals.webp "The world No. 11 defeated fifth seed Daniil Medvedev to become the first Aussie player to reach the French Open quarters sinceLleyton Hewitt in 2004.")
_39nadal-is-the-greatest-rival-i39ve-ever-had39-djokovic.webp "Novak Djokovic says Rafael Nadal is his greatest ever rival after French Open win over Roberto Carballes Baena")
_why-is-winning-the-masters-so-special.webp "Did you know about the Masters Golf?<br/><br/>Golf Monthly is one of the world's leading multi-platform golf media brands.<br/>We exist to help golfers get more out of the game they love. Our team of passionate golfers and experts produce authoritative in-depth reviews of the latest golf equipment to help you buy better, tips and advice to improve your game, ideas for golf courses to play and places to stay and coverage of the game at every level from grassroots up to Tour.")
_medvedev-victory-39biggest-win-i39ve-ever-had39-de-minaur.webp "Alex De Minaur secured his first ever Grand Slam win against a top-5 player with victory over Daniil Medvedev.")
_french-open-bets-with-nadal-eliminated.webp "Rafael Nadal has been eliminated from the French Open, is the Men's tournament still as wide open as we thought going into the tournament last week?")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from indian bra pant open")
_sleep-issues-ease-for-rybakina-in-city-of-light.webp "Elena Rybakina said she is feeling healthy again after beating Elise Mertens in straight sets at Roland-Garros")
_full-highlights-india-vs-bangladesh-icc-world-cup-warm-up-match-2024----ban-vs-ind-highlights.webp "India vs Bangladesh Full Highlights Today Match | Ban vs Ind T20 World Cup Warm Up Match Highlights <br/>#indiavsbangladesh <br/>#warmupmatch <br/>#highlights <br/>#banvsind <br/>#warmup <br/>#highlight <br/>#t20worldcup2024 <br/>#yasinsports <br/>India vs Bangladesh <br/>India vs Bangladesh Highlights <br/>India vs Bangladesh Highlights Today <br/>India vs Bangladesh Highlights Today Match <br/>India vs Bangladesh Highlights 2024<br/>India vs Bangladesh Warm Up Match Highlights <br/>India vs Bangladesh Warm Up Match Highlights Today <br/>India vs Bangladesh Warm Up Match Highlights 2024<br/>Ind vs Ban <br/>Ind vs Ban Highlights <br/>Ind vs Ban Highlights Today <br/>Ind vs Ban Highlights Today Match <br/>Ind vs Ban Highlights 2024<br/>Ind vs Ban warm up match highlights <br/>ind vs ban warm up match highlights today <br/>Ind vs Ban warm up match highlights 2024<br/>Bangladesh vs India Highlights <br/>Bangladesh vs India Highlights Today <br/>Bangladesh vs India Highlights Today Match <br/>Bangladesh vs India Highlights 2024<br/>Bangladesh vs India Warm Up Match Highlights <br/>Bangladesh vs India Warm Up Match Highlights Today <br/>Bangladesh vs India Warm Up Match Highlights 2024<br/>T20 World cup 2024 ind vs ban warm up match highlights <br/>ind vs ban t20 world cup 2024 warm up match highlights <br/>ind vs ban t20 WC warm up match highlights <br/>India vs Bangladesh Warm Up Match Live <br/>Bangladesh vs India Warm Up Match Live <br/>Ind vs Ban warm up match live <br/>Ban vs Ind warm up match live <br/>Cricket Highlights")
_tennis-roland-garros-2024-grigor-dimitrov-92.webp "Le Bulgare Grigor Dimitrov au 3e tour de ce Roland-Garros 2024 !")
_late-finishes-are-39not-healthy39-for-players-gauff.webp "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from indian bra pant open")
_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 \")
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