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_the-brave-yong-soo-jung-episode-25.jpg "The Brave Yong Soo Jung -Episode 25")
⏲ 29:19 👁 240K
_how-to-make-scotch-eggs-124-recipe.jpg "Here's how to make scotch eggs by Tim Anderson, MasterChef winner.")
⏲ 10:43 👁 190K
_easy-drills-to-improve-your-golf-swing-plane.jpg "Tips and advice from Katie Dawkins on how to improve your swingby practicing these drills.")
⏲ 3:12 👁 1.7M
_how-to-make-a-reuben-sandwich.jpg "Learn how to make the perfect Reuben sandwich with our easy-to-follow tutorial! This classic deli favorite combines savory corned beef, tangy sauerkraut, Swiss cheese, and creamy Russian dressing, all grilled to perfection between slices of rye bread. Whether you're a seasoned chef or a kitchen newbie, our step-by-step guide will help you create a delicious Reuben sandwich that’s sure to impress.")
⏲ 0:37 👁 250K
_the-brave-yong-soo-jung-episode-25-english-sub.jpg "The Brave Yong Soo Jung -Episode 25 English SUB")
⏲ 29:24 👁 155K
_arts-and-crafts-101-tutorials-for-beginners-to-create-own-art.jpg "We advise adult supervision and care at all times. <br/><br/>This video is made for entertainment purposes. We do not make any warranties about the completeness, safety and reliability. Any action you take upon the information on this video is strictly at your own risk, and we will not be liable for any damages or losses. It is the viewer's responsibility to use judgment, care and precautions if one plans to replicate. <br/><br/>The following video might feature activity performed by our actors within controlled environment- please use judgment, care, and precaution if you plan to replicate. <br/><br/>All product and company names shown in the video are trademarks™️ or registered®️ trademarks of their respective holders. Use of them does not imply any affiliation with or endorsement by them. <br/><br/>------------------------------------------------------------------------------------ <br/><br/>5-Minute Crafts: https://www.youtube.com/@5MinuteCraftsYouTube/<br/>Facebook: https://www.facebook.com/5min.crafts/ <br/>Instagram: https://www.instagram.com/5.min.crafts/ <br/>Twitter: https://twitter.com/5m_crafts <br/><br/>5-Minute Crafts DIY: https://www.youtube.com/@5MinuteCraftsDIY<br/>5-Minute Crafts PLAY: https://www.youtube.com/@5MinuteCraftsPLAY<br/>The Bright Side of Youtube: https://www.youtube.com/@BRIGHTSIDEOFFICIAL<br/>For more videos and articles visit: http://www.brightside.me/ <br/>Music by Epidemic Sound: https://www.epidemicsound.com/")
⏲ 14:13 👁 140K
_adam-lamberts-makeup-tutorial-for-weho-pride-2024-124-billboard-red-carpet-ready.jpg "Adam Lambert gets ready for his WeHo Pride 2024 show where he talks us through how he does his makeup, his new EP ‘Afters,” his new singles “LUBE’ & “WET DREAM,” how he’s evolved as an artist and more!")
⏲ 6:21 👁 400K
_a-beauty39s-plan-episode-18-english-sub.jpg "A Beauty's Plan -Episode 18 English SUB")
⏲ 13:8 👁 125K
_minecraft-ultimate-underwater-survival-base.jpg "#MinecraftBuilds #Minecraft #Minecrafttutorial<br/>Does anyone read the description?<br/>If yes,let me know what else would you want me to build!")
⏲ 8:10 👁 115K
_understanding-marketing-and-its-types.jpg "What is Marketing?<br/>Marketing is the process of promoting, selling, and distributing a product or service. Its types include digital, content, social media, and email marketing.<br/>Types of Marketing<br/>Digital marketing includes social media, email, and search engine optimization.<br/>Content marketing involves creating and sharing valuable content to attract and retain customers.<br/>Event marketing includes promoting and hosting events to reach target audiences.<br/>Digital marketing is the promotion of products or services using digital technologies. It includes SEO, PPC, social media, email, and content marketing.")
⏲ 3:12 👁 720K
_the-brave-yong-soo-jung-episode-23-english-sub.jpg "The Brave Yong Soo Jung -Episode 23 English SUB")
⏲ 29:14 👁 280K
_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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_the-brave-yong-soo-jung-episode-25.webp "The Brave Yong Soo Jung -Episode 25")
_how-to-make-scotch-eggs-124-recipe.webp "Here's how to make scotch eggs by Tim Anderson, MasterChef winner.")
_easy-drills-to-improve-your-golf-swing-plane.webp "Tips and advice from Katie Dawkins on how to improve your swingby practicing these drills.")
_how-to-make-a-reuben-sandwich.webp "Learn how to make the perfect Reuben sandwich with our easy-to-follow tutorial! This classic deli favorite combines savory corned beef, tangy sauerkraut, Swiss cheese, and creamy Russian dressing, all grilled to perfection between slices of rye bread. Whether you're a seasoned chef or a kitchen newbie, our step-by-step guide will help you create a delicious Reuben sandwich that’s sure to impress.")
_the-brave-yong-soo-jung-episode-25-english-sub.webp "The Brave Yong Soo Jung -Episode 25 English SUB")
_arts-and-crafts-101-tutorials-for-beginners-to-create-own-art.webp "We advise adult supervision and care at all times. <br/><br/>This video is made for entertainment purposes. We do not make any warranties about the completeness, safety and reliability. Any action you take upon the information on this video is strictly at your own risk, and we will not be liable for any damages or losses. It is the viewer's responsibility to use judgment, care and precautions if one plans to replicate. <br/><br/>The following video might feature activity performed by our actors within controlled environment- please use judgment, care, and precaution if you plan to replicate. <br/><br/>All product and company names shown in the video are trademarks™️ or registered®️ trademarks of their respective holders. Use of them does not imply any affiliation with or endorsement by them. <br/><br/>------------------------------------------------------------------------------------ <br/><br/>5-Minute Crafts: https://www.youtube.com/@5MinuteCraftsYouTube/<br/>Facebook: https://www.facebook.com/5min.crafts/ <br/>Instagram: https://www.instagram.com/5.min.crafts/ <br/>Twitter: https://twitter.com/5m_crafts <br/><br/>5-Minute Crafts DIY: https://www.youtube.com/@5MinuteCraftsDIY<br/>5-Minute Crafts PLAY: https://www.youtube.com/@5MinuteCraftsPLAY<br/>The Bright Side of Youtube: https://www.youtube.com/@BRIGHTSIDEOFFICIAL<br/>For more videos and articles visit: http://www.brightside.me/ <br/>Music by Epidemic Sound: https://www.epidemicsound.com/")
_adam-lamberts-makeup-tutorial-for-weho-pride-2024-124-billboard-red-carpet-ready.webp "Adam Lambert gets ready for his WeHo Pride 2024 show where he talks us through how he does his makeup, his new EP ‘Afters,” his new singles “LUBE’ & “WET DREAM,” how he’s evolved as an artist and more!")
_a-beauty39s-plan-episode-18-english-sub.webp "A Beauty's Plan -Episode 18 English SUB")
_minecraft-ultimate-underwater-survival-base.webp "#MinecraftBuilds #Minecraft #Minecrafttutorial<br/>Does anyone read the description?<br/>If yes,let me know what else would you want me to build!")
_understanding-marketing-and-its-types.webp "What is Marketing?<br/>Marketing is the process of promoting, selling, and distributing a product or service. Its types include digital, content, social media, and email marketing.<br/>Types of Marketing<br/>Digital marketing includes social media, email, and search engine optimization.<br/>Content marketing involves creating and sharing valuable content to attract and retain customers.<br/>Event marketing includes promoting and hosting events to reach target audiences.<br/>Digital marketing is the promotion of products or services using digital technologies. It includes SEO, PPC, social media, email, and content marketing.")
_the-brave-yong-soo-jung-episode-23-english-sub.webp "The Brave Yong Soo Jung -Episode 23 English SUB")
_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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