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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 \")
⏲ 4:9 👁 75K
_1985-fraternity-vacation-full-hot-movie.jpg "Two fraternity brothers take advantage of their nerdy pledge's generous parents to spend time with him in Palm Springs and encourage him to mingle with girls, but things don't go as planned when they run into rival fraternity members.")
⏲ 1:34:3 👁 215K
_why-english-willow-cricket-bats-are-so-expensive.jpg "India is home to a number of the top cricket-bat manufacturers, including Sareen Sports, SS. But the wood used to make the highest-quality bats needs to be shipped halfway across the globe from England. JS Wright & Sons, an English willow tree supplier that has been in the industry since the 1800s, supplies 75% of the willow for the world's cricket bats. English willow bats are durable, yet lightweight and sell for up to 10 times as much as cheaper, lower-end Kashmir willow bats. Growing these trees and using them to create a perfect bat is a more than 15-year-long process that requires a careful eye and years of experience. The trees need to be regularly inspected and maintained so they grow slowly and produce a clean, tight-grained cleft. But the best trees could be in short supply as the sport spreads into more countries, like the United States.<br/><br/>Editor's Note: At 2:30, the video incorrectly states that an English willow tree is ready to be cut down when it is 60 inches in diameter. It should say 60 inches in circumference.")
⏲ 13:53 👁 55K
_palestinian-street-artist-taqi-spateen-creates-mural-in-glasgow.jpg "A street artist travelled from Palestine to Glasgow to unveil a brand new mural inspired by his 'precious' homeland over the weekend.<br/><br/>Taqi Spateen brought his artistic talent to the city and created a large-scale mural in the east end - with its exact location on Stevenson Street near to Barrowlands Gate.<br/><br/>He collaborated with Ciaran Glöbe, one of the artists behind the fake Banksy which appeared near Buchanan Street last June, to bring his vision to life and will work with other local artists across the UK.<br/><br/>The artist is liasing with fellow creatives about the plans, both logistical and artistic, for the murals being created.<br/><br/>Graffiti art is a major cultural force in Palestine. In August 2005, UK street artist Banksy and his team painted seven large murals on a section of the 440-miles-long West Bank Wall, also referred to as the Separation Wall. Since then, the wall has gone on to become a hotspot for the graffiti scene.<br/><br/>Taqi has created many murals on the wall including 'The Boy with the Goldfish Bowl' - showing a child with what is left after the destruction of his childhood home - a series of portraits of George Floyd, and his collaboration with the brand The North Face 'Walls Are Meant For Climbing'.<br/><br/>Now creating and exhibiting internationally, he draws inspiration from the Palestinian countryside, particularly the olive tree, one of the most famous of all Palestinian symbols. His more recent paintings also include depictions of mass urbanisation and colonial settlements on his precious homeland.<br/><br/>Taqi's talent is being showcased as part of the Bethlehem Cultural Festival - set up in 2020 to put the artists, arts and culture of Palestine and Bethlehem centre stage.<br/><br/>The Festival’s creative director, Melissa Scott, says: \")
⏲ 5:44 👁 50K
_car-drives-through-pj-church-gate-damages-property.jpg "The vehicle crashed into tables and chairs placed in the church compound and straight into a tree.<br/><br/>Read More: https://www.freemalaysiatoday.com/category/nation/2024/06/02/car-drives-through-pj-church-gate-damages-property/<br/><br/>Free Malaysia Today is an independent, bi-lingual news portal with a focus on Malaysian current affairs.<br/><br/>Subscribe to our channel - http://bit.ly/2Qo08ry<br/>------------------------------------------------------------------------------------------------------------------------------------------------------<br/>Check us out at https://www.freemalaysiatoday.com<br/>Follow FMT on Facebook: https://bit.ly/49JJoo5<br/>Follow FMT on Dailymotion: https://bit.ly/2WGITHM<br/>Follow FMT on X: https://bit.ly/48zARSW <br/>Follow FMT on Instagram: https://bit.ly/48Cq76h<br/>Follow FMT on TikTok : https://bit.ly/3uKuQFp<br/>Follow FMT Berita on TikTok: https://bit.ly/48vpnQG <br/>Follow FMT Telegram - https://bit.ly/42VyzMX<br/>Follow FMT LinkedIn - https://bit.ly/42YytEb<br/>Follow FMT Lifestyle on Instagram: https://bit.ly/42WrsUj<br/>Follow FMT on WhatsApp: https://bit.ly/49GMbxW <br/>------------------------------------------------------------------------------------------------------------------------------------------------------<br/>Download FMT News App:<br/>Google Play – http://bit.ly/2YSuV46<br/>App Store – https://apple.co/2HNH7gZ<br/>Huawei AppGallery - https://bit.ly/2D2OpNP<br/><br/>#FMTNews #StIgnatiusChurch #PJ #PropertyDamage")
⏲ 1:1 👁 65K
_venom-gang-hangs-iron-man-house-on-tree-gta5-shorts.jpg "watch here new short VENOM GANG HANGS IRON MAN HOUSE ON TREE#gta5 #shorts. Do follow for watching next")
⏲ 0:51 👁 40K
_the-whispering-woods.jpg "The Whispering Woods is a story of bravery, friendship, and the profound connection between humans and nature. It reminds us that true heroism lies in protecting and nurturing the magic of the natural world, ensuring that harmony prevails. Through Alex’s journey, viewers are invited to explore a world where every whispering tree and glowing flower holds a secret, waiting to be discovered by those with the heart to listen.")
⏲ 3:32 👁 35K
_the-evolution-of-family-stories.jpg "In this playful exchange, a curious child seeks answers about human origins from both parents. The father offers a traditional explanation rooted in creationism, while the mother presents the concept of evolution. When the child confronts the father about the apparent contradiction, the father cleverly diffuses the situation with humor, suggesting that the mother's explanation pertains to her own ancestry. This joke light-heartedly plays on the differences in perspectives within families and the age-old debate between creationism and evolution.")
⏲ 0:32 👁 120K
_qafqaz-mountains-3rd-and-4th-level-124-things-to-do-in-azerbaijan-124-gabala-azerbaijan-124-qabala-azerbaijan-124-famou.jpg "The Qafqaz Mountains, also known as the Caucasus Mountains, have several levels or zones, each with its own unique characteristics. Here are some of the main levels:<br/><br/>1. Nival zone: The highest level, above 3,000-3,500 meters, where snow and ice prevail.<br/>2. Alpine zone: Between 2,500-3,000 meters, characterized by alpine meadows and rocky outcrops.<br/>3. Subalpine zone: From 2,000-2,500 meters, with forests of birch, beech, and pine trees.<br/>4. Montane zone: Between 1,500-2,000 meters, with mixed forests and shrublands.<br/>5. Forests and woodlands: From 500-1,500 meters, with deciduous and coniferous forests.<br/>6. Submontane zone: The lowest level, below 500 meters, with grasslands and agricultural areas.<br/><br/>These levels support a wide range of flora and fauna, and offer breathtaking scenery and outdoor recreation opportunities.<br/><br/>#explorewithfahim<br/>#qafqaz <br/>#azerbaijan <br/>#azerbaijantravel <br/>#gabala <br/><br/>About Me ► My name is Fahim Raza. I'm from Quetta and I'm a WRITER. Now I am pursuing Youtube full-time. I make entertainment and traveling videos on this channel. Thanks for reading.")
⏲ 2:30 👁 30K
_cars-torched-in-braddon.jpg "Police believe three cars and a tree were torched in a linked attack across Canberra's inner north suburbs.")
⏲ 0:38 👁 6.7M
_inshot-20240531-144311621.jpg "This vedio is short animated story.The story is about imagination. The name of story isjourney to fantastic world. This will improve vocabulary and will help to learn english sentences.")
⏲ 1:17 👁 20K
_trees-that-falls-into-your-neighbor39s-boundaries-who-is-responsible.jpg "Whose Insurance Pays and how to be a good neighbor when your tree drops by uninvited?")
⏲ 2:4 👁 345K
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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 \")
_1985-fraternity-vacation-full-hot-movie.webp "Two fraternity brothers take advantage of their nerdy pledge's generous parents to spend time with him in Palm Springs and encourage him to mingle with girls, but things don't go as planned when they run into rival fraternity members.")
_why-english-willow-cricket-bats-are-so-expensive.webp "India is home to a number of the top cricket-bat manufacturers, including Sareen Sports, SS. But the wood used to make the highest-quality bats needs to be shipped halfway across the globe from England. JS Wright & Sons, an English willow tree supplier that has been in the industry since the 1800s, supplies 75% of the willow for the world's cricket bats. English willow bats are durable, yet lightweight and sell for up to 10 times as much as cheaper, lower-end Kashmir willow bats. Growing these trees and using them to create a perfect bat is a more than 15-year-long process that requires a careful eye and years of experience. The trees need to be regularly inspected and maintained so they grow slowly and produce a clean, tight-grained cleft. But the best trees could be in short supply as the sport spreads into more countries, like the United States.<br/><br/>Editor's Note: At 2:30, the video incorrectly states that an English willow tree is ready to be cut down when it is 60 inches in diameter. It should say 60 inches in circumference.")
_palestinian-street-artist-taqi-spateen-creates-mural-in-glasgow.webp "A street artist travelled from Palestine to Glasgow to unveil a brand new mural inspired by his 'precious' homeland over the weekend.<br/><br/>Taqi Spateen brought his artistic talent to the city and created a large-scale mural in the east end - with its exact location on Stevenson Street near to Barrowlands Gate.<br/><br/>He collaborated with Ciaran Glöbe, one of the artists behind the fake Banksy which appeared near Buchanan Street last June, to bring his vision to life and will work with other local artists across the UK.<br/><br/>The artist is liasing with fellow creatives about the plans, both logistical and artistic, for the murals being created.<br/><br/>Graffiti art is a major cultural force in Palestine. In August 2005, UK street artist Banksy and his team painted seven large murals on a section of the 440-miles-long West Bank Wall, also referred to as the Separation Wall. Since then, the wall has gone on to become a hotspot for the graffiti scene.<br/><br/>Taqi has created many murals on the wall including 'The Boy with the Goldfish Bowl' - showing a child with what is left after the destruction of his childhood home - a series of portraits of George Floyd, and his collaboration with the brand The North Face 'Walls Are Meant For Climbing'.<br/><br/>Now creating and exhibiting internationally, he draws inspiration from the Palestinian countryside, particularly the olive tree, one of the most famous of all Palestinian symbols. His more recent paintings also include depictions of mass urbanisation and colonial settlements on his precious homeland.<br/><br/>Taqi's talent is being showcased as part of the Bethlehem Cultural Festival - set up in 2020 to put the artists, arts and culture of Palestine and Bethlehem centre stage.<br/><br/>The Festival’s creative director, Melissa Scott, says: \")
_car-drives-through-pj-church-gate-damages-property.webp "The vehicle crashed into tables and chairs placed in the church compound and straight into a tree.<br/><br/>Read More: https://www.freemalaysiatoday.com/category/nation/2024/06/02/car-drives-through-pj-church-gate-damages-property/<br/><br/>Free Malaysia Today is an independent, bi-lingual news portal with a focus on Malaysian current affairs.<br/><br/>Subscribe to our channel - http://bit.ly/2Qo08ry<br/>------------------------------------------------------------------------------------------------------------------------------------------------------<br/>Check us out at https://www.freemalaysiatoday.com<br/>Follow FMT on Facebook: https://bit.ly/49JJoo5<br/>Follow FMT on Dailymotion: https://bit.ly/2WGITHM<br/>Follow FMT on X: https://bit.ly/48zARSW <br/>Follow FMT on Instagram: https://bit.ly/48Cq76h<br/>Follow FMT on TikTok : https://bit.ly/3uKuQFp<br/>Follow FMT Berita on TikTok: https://bit.ly/48vpnQG <br/>Follow FMT Telegram - https://bit.ly/42VyzMX<br/>Follow FMT LinkedIn - https://bit.ly/42YytEb<br/>Follow FMT Lifestyle on Instagram: https://bit.ly/42WrsUj<br/>Follow FMT on WhatsApp: https://bit.ly/49GMbxW <br/>------------------------------------------------------------------------------------------------------------------------------------------------------<br/>Download FMT News App:<br/>Google Play – http://bit.ly/2YSuV46<br/>App Store – https://apple.co/2HNH7gZ<br/>Huawei AppGallery - https://bit.ly/2D2OpNP<br/><br/>#FMTNews #StIgnatiusChurch #PJ #PropertyDamage")
_venom-gang-hangs-iron-man-house-on-tree-gta5-shorts.webp "watch here new short VENOM GANG HANGS IRON MAN HOUSE ON TREE#gta5 #shorts. Do follow for watching next")
_the-whispering-woods.webp "The Whispering Woods is a story of bravery, friendship, and the profound connection between humans and nature. It reminds us that true heroism lies in protecting and nurturing the magic of the natural world, ensuring that harmony prevails. Through Alex’s journey, viewers are invited to explore a world where every whispering tree and glowing flower holds a secret, waiting to be discovered by those with the heart to listen.")
_the-evolution-of-family-stories.webp "In this playful exchange, a curious child seeks answers about human origins from both parents. The father offers a traditional explanation rooted in creationism, while the mother presents the concept of evolution. When the child confronts the father about the apparent contradiction, the father cleverly diffuses the situation with humor, suggesting that the mother's explanation pertains to her own ancestry. This joke light-heartedly plays on the differences in perspectives within families and the age-old debate between creationism and evolution.")
_qafqaz-mountains-3rd-and-4th-level-124-things-to-do-in-azerbaijan-124-gabala-azerbaijan-124-qabala-azerbaijan-124-famou.webp "The Qafqaz Mountains, also known as the Caucasus Mountains, have several levels or zones, each with its own unique characteristics. Here are some of the main levels:<br/><br/>1. Nival zone: The highest level, above 3,000-3,500 meters, where snow and ice prevail.<br/>2. Alpine zone: Between 2,500-3,000 meters, characterized by alpine meadows and rocky outcrops.<br/>3. Subalpine zone: From 2,000-2,500 meters, with forests of birch, beech, and pine trees.<br/>4. Montane zone: Between 1,500-2,000 meters, with mixed forests and shrublands.<br/>5. Forests and woodlands: From 500-1,500 meters, with deciduous and coniferous forests.<br/>6. Submontane zone: The lowest level, below 500 meters, with grasslands and agricultural areas.<br/><br/>These levels support a wide range of flora and fauna, and offer breathtaking scenery and outdoor recreation opportunities.<br/><br/>#explorewithfahim<br/>#qafqaz <br/>#azerbaijan <br/>#azerbaijantravel <br/>#gabala <br/><br/>About Me ► My name is Fahim Raza. I'm from Quetta and I'm a WRITER. Now I am pursuing Youtube full-time. I make entertainment and traveling videos on this channel. Thanks for reading.")
_cars-torched-in-braddon.webp "Police believe three cars and a tree were torched in a linked attack across Canberra's inner north suburbs.")
_inshot-20240531-144311621.webp "This vedio is short animated story.The story is about imagination. The name of story isjourney to fantastic world. This will improve vocabulary and will help to learn english sentences.")
_trees-that-falls-into-your-neighbor39s-boundaries-who-is-responsible.webp "Whose Insurance Pays and how to be a good neighbor when your tree drops by uninvited?")
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