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_ep99hd-battle-through-the-heavens-5-ep-99-multi-sub.jpg "Subtitle Dutch , French ,German ,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Tamil ,English , Chinese ,Turkish<br/><br/>Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599")
⏲ 16:20 👁 17.3M
_ep99hd-episode-99-multi-subtitle-battle-through-the-heavens-5.jpg "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season / BTTH / Battle Through The Heaven /斗破苍穹年番<br/>Subtitle Arabic ,Hindi ,Indonesia ,Japanese ,Korean ,Malay ,Portuguese ,Thai ,Vietnamese ,English ,Chinese<br/><br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/><br/><br/><br/>#斗破苍穹年番<br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battlethroughtheheaven99<br/>#btth599")
⏲ 16:24 👁 2.7M
_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
_laura-jones-wins-title-for-portrait-of-author-tim-winton.jpg "A love of conservation has brought together the winning artist and subject at this year's Archibald prize. Laura Jones won for her portrait of celebrated author Tim Winton. Her friendship with the man who wrote Cloudstreet has helped put the painter on Cloud Nine.")
⏲ 1:30 👁 60K
_ep99hd-episode-99-sub-indo-eng-thai-battle-through-the-heavens-5.jpg "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#xiaoyan<br/>#battlethroughtheheavens<br/>#nianfan<br/>#fightsbreaksphere")
⏲ 16:24 👁 3.4M
_ep99hd-battle-through-the-heavens-5-ep-99-multi-sub-fights-break-sphere-nian-fan.jpg "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599<br/>")
⏲ 16:24 👁 6.3M
_ep85-90-battle-through-the-heavens-5-ep-85-90-sub-engchinese-fights-break-sphere-nian-fan.jpg "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/>")
⏲ 1:50:34 👁 40K
_ep99hd-btth-5-ep-99-multi-sub-battle-through-the-heavens-5.jpg "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season / BTTH / Battle Through The Heaven<br/>Subtitle Dutch , French ,German ,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Thai ,English , Chinese , Arabic<br/><br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599<br/>")
⏲ 16:20 👁 2.6M
_nature-has-its-own-beauty-cloudslove.jpg "This is the most satisfying thing to watch...")
⏲ 0:7 👁 35K
_met-office-afternoon-weather-forecast-0192-0692-2024-largely-dry-and-settled.jpg "Fine, settled weather throughout the weekend. Some patchy cloud across England and Wales, and possibly a few light showers here. Clear and dry overnight, with the chance of some mist and fog patches. – This is the Met Office UK Weather forecast for the afternoon of 01/06/24. Bringing you today’s weather forecast is Marco Petagna.")
⏲ 2:18 👁 3.5M
_rocket-lab-ride-back-to-earth-in-this-booster-cam-time-lapse.jpg "A Rocket Lab booster cam captured video from separation to splashdown in the Pacific Ocean. The footage has been time-lapsed. <br/><br/>Credit: Space.com | footage courtesy: Rocket Lab | edited by Steve Spaleta<br/>Music: Floating Leaf by Chill Cole - Falling Clouds by Trevor Kowalski - Falling Stardust by Megan Wofford. Courtesy of Epidemic Sound")
⏲ 8:8 👁 30K
_met-office-afternoon-weather-forecast-0292-0692-24-unsettled-in-the-north-fine-south.jpg "The south will be under clear skies for majority this afternoon, with plenty of sunshine. However the north will see more cloud with rain arriving from the northwest, as well as breezier conditions. – This is the Met Office UK Weather forecast for the afternoon of 02/06/24. Bringing you today’s weather forecast is Honor Criswick.")
⏲ 1:57 👁 995K
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_ep99hd-battle-through-the-heavens-5-ep-99-multi-sub.webp "Subtitle Dutch , French ,German ,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Tamil ,English , Chinese ,Turkish<br/><br/>Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599")
_ep99hd-episode-99-multi-subtitle-battle-through-the-heavens-5.webp "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season / BTTH / Battle Through The Heaven /斗破苍穹年番<br/>Subtitle Arabic ,Hindi ,Indonesia ,Japanese ,Korean ,Malay ,Portuguese ,Thai ,Vietnamese ,English ,Chinese<br/><br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/><br/><br/><br/>#斗破苍穹年番<br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battlethroughtheheaven99<br/>#btth599")
_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 \")
_laura-jones-wins-title-for-portrait-of-author-tim-winton.webp "A love of conservation has brought together the winning artist and subject at this year's Archibald prize. Laura Jones won for her portrait of celebrated author Tim Winton. Her friendship with the man who wrote Cloudstreet has helped put the painter on Cloud Nine.")
_ep99hd-episode-99-sub-indo-eng-thai-battle-through-the-heavens-5.webp "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#xiaoyan<br/>#battlethroughtheheavens<br/>#nianfan<br/>#fightsbreaksphere")
_ep99hd-battle-through-the-heavens-5-ep-99-multi-sub-fights-break-sphere-nian-fan.webp "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599<br/>")
_ep85-90-battle-through-the-heavens-5-ep-85-90-sub-engchinese-fights-break-sphere-nian-fan.webp "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season<br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame<br/>")
_ep99hd-btth-5-ep-99-multi-sub-battle-through-the-heavens-5.webp "Doupo Cangqiong: Nian Fan / Fights Break Sphere 5th Season / BTTH / Battle Through The Heaven<br/>Subtitle Dutch , French ,German ,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Thai ,English , Chinese , Arabic<br/><br/>After three years of not seeing each other,Xiao Yan finally met Xun'er at Jia Nan Academy. After that,they became closer and established the Stone Gate (Pan Gate). In order to continue to improve his strength and avenge him on the Misty Cloud Sect,he risked continuing to go deeper into the Qi Refining Pagoda to devour the Fallen Heart Flame.<br/><br/><br/><br/><br/><br/><br/><br/><br/><br/>#btth<br/>#btth5<br/>#btthseason5<br/>#battlethroughtheheavens<br/>#battle through the heaven99<br/>#btth599<br/>")
_nature-has-its-own-beauty-cloudslove.webp "This is the most satisfying thing to watch...")
_met-office-afternoon-weather-forecast-0192-0692-2024-largely-dry-and-settled.webp "Fine, settled weather throughout the weekend. Some patchy cloud across England and Wales, and possibly a few light showers here. Clear and dry overnight, with the chance of some mist and fog patches. – This is the Met Office UK Weather forecast for the afternoon of 01/06/24. Bringing you today’s weather forecast is Marco Petagna.")
_rocket-lab-ride-back-to-earth-in-this-booster-cam-time-lapse.webp "A Rocket Lab booster cam captured video from separation to splashdown in the Pacific Ocean. The footage has been time-lapsed. <br/><br/>Credit: Space.com | footage courtesy: Rocket Lab | edited by Steve Spaleta<br/>Music: Floating Leaf by Chill Cole - Falling Clouds by Trevor Kowalski - Falling Stardust by Megan Wofford. Courtesy of Epidemic Sound")
_met-office-afternoon-weather-forecast-0292-0692-24-unsettled-in-the-north-fine-south.webp "The south will be under clear skies for majority this afternoon, with plenty of sunshine. However the north will see more cloud with rain arriving from the northwest, as well as breezier conditions. – This is the Met Office UK Weather forecast for the afternoon of 02/06/24. Bringing you today’s weather forecast is Honor Criswick.")
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