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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
_abc-phonics-song-124-abc-song-124-toddlers-learning-videos.jpg "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
⏲ 1:50 👁 75K
_the-most-surprising-body-trivia-you39ll-ever-hear.jpg "Nowadays, thanks to advances in dentistry, most people keep their teeth for much longer. We can easily replace lost teeth if needed, making wisdom teeth less necessary. Interestingly, fewer adults have to deal with teething pains. Over the past 10,000 years, our jaws have evolved rapidly, especially as our diets changed from hunting to farming. It's just one of many facts that prove how awesome and unique your body is. Prepare to learn more of them and see your own body from a different angle. Animation is created by Bright Side.<br/>----------------------------------------------------------------------------------------<br/>Music from TheSoul Sound: https://thesoul-sound.com/<br/> <br/>Check our Bright Side podcast on Spotify and leave a positive review! https://open.spotify.com/show/0hUkPxD34jRLrMrJux4VxV<br/> <br/>Subscribe to Bright Side: https://goo.gl/rQTJZz<br/>----------------------------------------------------------------------------------------<br/>Our Social Media:<br/>Facebook: https://www.facebook.com/brightside<br/>Instagram: https://www.instagram.com/brightside.official<br/>TikTok: https://www.tiktok.com/@brightside.official?lang=en<br/> <br/>Stock materials (photos, footages and other):<br/>https://www.depositphotos.com<br/>https://www.shutterstock.com<br/>https://www.eastnews.ru<br/>----------------------------------------------------------------------------------------<br/> For more videos and articles visit:<br/>http://www.brightside.me<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 in 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 judgement, care and precaution if you plan to replicate.")
⏲ 16:48 👁 2.1M
_official-trailer-124-billion-dollar-babies.jpg "Narrated and executive produced by Emmy- and Tony Award-winning actor Neil Patrick Harris and directed by Andrew Jenks, BILLION DOLLAR BABIES is a feature-length documentary that captures the incredible true story of the Cabbage Patch Kids, leaving nothing untouched, including the fundamental dispute over who originated the idea. From the marketing genius of the “hospital” in an idyllic North Georgian town where children “adopted” the dolls and solemnly pledged to love and care for them, to the subsequent business deal that gave rise to utter retail pandemonium, the film takes viewers on the wild ride through the Cabbage Patch Kids’ highs, lows and undeniable legacy.<br/><br/>Coming to Theaters Black Friday.<br/><br/>Learn more at https://cabbagepatchfilm.com <br/><br/>#CabbagePatchFilm")
⏲ 2:2 👁 65K
_wind-rises-in-jinling-ep-6-eng-sub.jpg "Expert in solving puzzles Bai Qi enlists Qin Ming, a master of mecha deceit, to become a firefighter in the Fire Protection Division of the elite Jinwu Guard. Jing Yifei, the well-known \")
⏲ 17:29 👁 60K
_wind-breaker-episode-6-english-sub.jpg "Anime <br/><br/>Wind Breaker <br/><br/>Full Episode Link <br/>https://url-cut.com/yhCiCPc<br/><br/>Genres <br/>Action - School - Delinquents<br/><br/><br/>Story <br/>From an early age, Haruka Sakura was made an outcast due to his unconventional appearance and lack of social skills. However, the rough treatment turned him into a proficient fighter, which is now the only thing he prides himself on. Starting at Furin High School, where it is rumored that strength is valued over academics, Sakura has only one goal—taking the top spot.<br/><br/>Involved in a street brawl the day before his enrollment, Sakura happens to meet a group of his future schoolmates. Instead of the usual rejection, they fight alongside him, demonstrating that what the school actually cares about is protecting the town of Makochi from any harm—hence why the students call themselves \")
⏲ 2:19 👁 85K
_madelaine-petsch-reacts-to-tiktok-trends.jpg "Madelaine Petsch goes down the TikTok rabbit hole to check out some popular trends! Watch as Madelaine try out wispy bangs, learn about coffee for under eye circles, attempt magnetic \")
⏲ 9:54 👁 13.8M
_nasa-to-monitor-how-the-x59-supersonic-plane-sounds.jpg "NASA will use 30 ground recording stations to monitor the sound produced by the X-59 QueSST experimental aircraft. Learn more about the equipment they will be using here. <br/><br/>Credit: NASA")
⏲ 2:23 👁 525K
_kids-and-dolphins-dance-124-wonderful-dance-of-kids-and-dolphins-124-kids-and-dolphins.jpg "Dive into a whimsical underwater world where the dolphins and a the kids are performing a joyful adventure filled with laughter and love. Join us to celebrate their friendship as they explore coral reefs and dance in the waves, making memories under the twinkling stars. Come be part of this enchanting tale of dolphin and fish love!<br/>#dolphin dance #dolphin #dolphins #dolphin show #the dolphin dance | puppet show | kids kuriocity #the dolphin dance | puppet show #coffin dance dolphins #dolphin video dance #coffin dance dolphin #dolphin ayan dancer #dolphin ayan dance #the dolphin dance #dolphin dance tiktok #dance and freeze song #kids dance #dance and freeze brain break #dance and freeze #joy of dolphins #coffin dance song #dolphin video for kindergarten #coffin dance cover Roma diana cartoon, diana and roma song, nursery poem, baby songs, diana roma rhymes, diana and roma friends, if you’re happy and you know it dance, new cartoon poem, toddler dance song, cartoon video poem, cartoon story poem, rhymes short video #youtubeshorts #youtube #youtubechannel #youtubevideos #ytshort #youtubers #diana #youtubevideos #super #sing #nursery #yt #HappyHappeningsKidsTV #dianaandroma # #kids # #Roma Diana # #Kids Cartoons # #kidsvideo # #kidslearning # #kidssong # #happykids # #happykidstv # #kidstv #Urdu Nursery Rhyme for Kids #Little Angel Kids Songs & Nursery Rhymes #Rock 'N Learn #innovative kids #Super Simple songs # English Singsing # Kids Roma Show # Masha and the Bear # PeaPea Cartoon # Kids Diana Show #Like Nastya # Wow TV Kids Songs, #Eva Bravo Play #Sing with Bella #Kids Channel India diana and roma #roma and diana #sweetest stories #diana and roma English #stories for kids #diana #diana and roma and their sweetest stories #stories #diana y roma #diana and oliver #short stories for kids #diana roma #funny stories #for kids #for children #kids diana show #diana and dad #diana and roma jokes #sweets #diana and roma school #diana and roma oliver episodes #diana and roma funny kids stories diana and friends #diana and roma meme #nursery rhymes #wheels on the bus #the wheels on the bus #wheels on the bus nursery rhyme #wheels on the bus go round and round #nursery rhyme #baby songs #nursery rhymes songs #nursery songs #children songs #sing-along songs #rhymes songs #kids songs and nursery rhymes #kids songs #nursery rhymes collection #best nursery rhymes #wheels on the bus song #kid songs #rhymes #the wheels on the bus nursery rhyme #baby nursery rhymes #nursery rhymes for babies #kids rhymes humpty dumpty #nursery rhymes #humpty dumpty song #humpty dumpty grocery store #humpty dumpty cocomelon #humpty dumpty nursery rhyme #cocomelon #humpty dumpty sat on a wall #children songs #songs for children #baby songs #if you're happy #if you're happy and you know it clap your hands #kid songs #songs #if you're happy song #happy and you know it #children's songs #toddler songs #super simple learning #if you're happy and you know it (composition) #super simple")
⏲ 0:32 👁 70K
_mosaic-masterpiece-124-house-of-what-clip-124-earthx.jpg "EarthX Website: https://earthxmedia.com/ <br/><br/>From the bathroom to the cantina, mosaic art lines the walls and halls of Ricky's fun-house, telling tales of an artist's vision.<br/><br/>About House of What?!:<br/>Chris Grundy explores eclectic homes created from strange, recycled, and up-cycled materials!Learn how each house was transformed into a personal oasis and made from the greatest stuff on Earth!<br/> <br/>This clip comes from Season 1, Episode 1: \")
⏲ 0:54 👁 50K
_farm-animal-names-learning-124-an-educational-song-for-kids.jpg "Farm animal name learning song for kids, learn names of animals that you see in a farm.")
⏲ 1:38 👁 50K
_atif-aslam-ai-cover--sath-kangan-leke-aana---oonchi-oonchi-deewarein-arijit-singh--360p.jpg "Welcome to Shozapstudio!<br/><br/>Dive into a world of rhythm and melodies at Shozapstudio,<br/>Your go-to destination for an eclectic mix of music. Whether you’re looking for the latest hits, timeless classics, or undiscovered gems, we’ve got it all. Our channel is dedicated to bringing you high-quality music videos, live performances, and exclusive artist interviews from a diverse range of genres.<br/><br/>Tune in for:<br/><br/>Trending Tracks: Stay up-to-date with the hottest music making waves around the globe.<br/><br/>Live Performances: Experience the magic of live music with exclusive performances from your favorite artists.<br/><br/>Music Reviews: Get in-depth reviews and insights into new releases and albums.<br/><br/>Artist Spotlights: Discover new and emerging artists and learn about their musical journeys.<br/><br/>Join our vibrant community of music lovers and let Shozapstudio be the soundtrack to your life. Subscribe now and never miss a beat!")
⏲ 3:59 👁 45K
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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 \")
_abc-phonics-song-124-abc-song-124-toddlers-learning-videos.webp "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
_the-most-surprising-body-trivia-you39ll-ever-hear.webp "Nowadays, thanks to advances in dentistry, most people keep their teeth for much longer. We can easily replace lost teeth if needed, making wisdom teeth less necessary. Interestingly, fewer adults have to deal with teething pains. Over the past 10,000 years, our jaws have evolved rapidly, especially as our diets changed from hunting to farming. It's just one of many facts that prove how awesome and unique your body is. Prepare to learn more of them and see your own body from a different angle. Animation is created by Bright Side.<br/>----------------------------------------------------------------------------------------<br/>Music from TheSoul Sound: https://thesoul-sound.com/<br/> <br/>Check our Bright Side podcast on Spotify and leave a positive review! https://open.spotify.com/show/0hUkPxD34jRLrMrJux4VxV<br/> <br/>Subscribe to Bright Side: https://goo.gl/rQTJZz<br/>----------------------------------------------------------------------------------------<br/>Our Social Media:<br/>Facebook: https://www.facebook.com/brightside<br/>Instagram: https://www.instagram.com/brightside.official<br/>TikTok: https://www.tiktok.com/@brightside.official?lang=en<br/> <br/>Stock materials (photos, footages and other):<br/>https://www.depositphotos.com<br/>https://www.shutterstock.com<br/>https://www.eastnews.ru<br/>----------------------------------------------------------------------------------------<br/> For more videos and articles visit:<br/>http://www.brightside.me<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 in 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 judgement, care and precaution if you plan to replicate.")
_official-trailer-124-billion-dollar-babies.webp "Narrated and executive produced by Emmy- and Tony Award-winning actor Neil Patrick Harris and directed by Andrew Jenks, BILLION DOLLAR BABIES is a feature-length documentary that captures the incredible true story of the Cabbage Patch Kids, leaving nothing untouched, including the fundamental dispute over who originated the idea. From the marketing genius of the “hospital” in an idyllic North Georgian town where children “adopted” the dolls and solemnly pledged to love and care for them, to the subsequent business deal that gave rise to utter retail pandemonium, the film takes viewers on the wild ride through the Cabbage Patch Kids’ highs, lows and undeniable legacy.<br/><br/>Coming to Theaters Black Friday.<br/><br/>Learn more at https://cabbagepatchfilm.com <br/><br/>#CabbagePatchFilm")
_wind-rises-in-jinling-ep-6-eng-sub.webp "Expert in solving puzzles Bai Qi enlists Qin Ming, a master of mecha deceit, to become a firefighter in the Fire Protection Division of the elite Jinwu Guard. Jing Yifei, the well-known \")
_wind-breaker-episode-6-english-sub.webp "Anime <br/><br/>Wind Breaker <br/><br/>Full Episode Link <br/>https://url-cut.com/yhCiCPc<br/><br/>Genres <br/>Action - School - Delinquents<br/><br/><br/>Story <br/>From an early age, Haruka Sakura was made an outcast due to his unconventional appearance and lack of social skills. However, the rough treatment turned him into a proficient fighter, which is now the only thing he prides himself on. Starting at Furin High School, where it is rumored that strength is valued over academics, Sakura has only one goal—taking the top spot.<br/><br/>Involved in a street brawl the day before his enrollment, Sakura happens to meet a group of his future schoolmates. Instead of the usual rejection, they fight alongside him, demonstrating that what the school actually cares about is protecting the town of Makochi from any harm—hence why the students call themselves \")
_madelaine-petsch-reacts-to-tiktok-trends.webp "Madelaine Petsch goes down the TikTok rabbit hole to check out some popular trends! Watch as Madelaine try out wispy bangs, learn about coffee for under eye circles, attempt magnetic \")
_nasa-to-monitor-how-the-x59-supersonic-plane-sounds.webp "NASA will use 30 ground recording stations to monitor the sound produced by the X-59 QueSST experimental aircraft. Learn more about the equipment they will be using here. <br/><br/>Credit: NASA")
_kids-and-dolphins-dance-124-wonderful-dance-of-kids-and-dolphins-124-kids-and-dolphins.webp "Dive into a whimsical underwater world where the dolphins and a the kids are performing a joyful adventure filled with laughter and love. Join us to celebrate their friendship as they explore coral reefs and dance in the waves, making memories under the twinkling stars. Come be part of this enchanting tale of dolphin and fish love!<br/>#dolphin dance #dolphin #dolphins #dolphin show #the dolphin dance | puppet show | kids kuriocity #the dolphin dance | puppet show #coffin dance dolphins #dolphin video dance #coffin dance dolphin #dolphin ayan dancer #dolphin ayan dance #the dolphin dance #dolphin dance tiktok #dance and freeze song #kids dance #dance and freeze brain break #dance and freeze #joy of dolphins #coffin dance song #dolphin video for kindergarten #coffin dance cover Roma diana cartoon, diana and roma song, nursery poem, baby songs, diana roma rhymes, diana and roma friends, if you’re happy and you know it dance, new cartoon poem, toddler dance song, cartoon video poem, cartoon story poem, rhymes short video #youtubeshorts #youtube #youtubechannel #youtubevideos #ytshort #youtubers #diana #youtubevideos #super #sing #nursery #yt #HappyHappeningsKidsTV #dianaandroma # #kids # #Roma Diana # #Kids Cartoons # #kidsvideo # #kidslearning # #kidssong # #happykids # #happykidstv # #kidstv #Urdu Nursery Rhyme for Kids #Little Angel Kids Songs & Nursery Rhymes #Rock 'N Learn #innovative kids #Super Simple songs # English Singsing # Kids Roma Show # Masha and the Bear # PeaPea Cartoon # Kids Diana Show #Like Nastya # Wow TV Kids Songs, #Eva Bravo Play #Sing with Bella #Kids Channel India diana and roma #roma and diana #sweetest stories #diana and roma English #stories for kids #diana #diana and roma and their sweetest stories #stories #diana y roma #diana and oliver #short stories for kids #diana roma #funny stories #for kids #for children #kids diana show #diana and dad #diana and roma jokes #sweets #diana and roma school #diana and roma oliver episodes #diana and roma funny kids stories diana and friends #diana and roma meme #nursery rhymes #wheels on the bus #the wheels on the bus #wheels on the bus nursery rhyme #wheels on the bus go round and round #nursery rhyme #baby songs #nursery rhymes songs #nursery songs #children songs #sing-along songs #rhymes songs #kids songs and nursery rhymes #kids songs #nursery rhymes collection #best nursery rhymes #wheels on the bus song #kid songs #rhymes #the wheels on the bus nursery rhyme #baby nursery rhymes #nursery rhymes for babies #kids rhymes humpty dumpty #nursery rhymes #humpty dumpty song #humpty dumpty grocery store #humpty dumpty cocomelon #humpty dumpty nursery rhyme #cocomelon #humpty dumpty sat on a wall #children songs #songs for children #baby songs #if you're happy #if you're happy and you know it clap your hands #kid songs #songs #if you're happy song #happy and you know it #children's songs #toddler songs #super simple learning #if you're happy and you know it (composition) #super simple")
_mosaic-masterpiece-124-house-of-what-clip-124-earthx.webp "EarthX Website: https://earthxmedia.com/ <br/><br/>From the bathroom to the cantina, mosaic art lines the walls and halls of Ricky's fun-house, telling tales of an artist's vision.<br/><br/>About House of What?!:<br/>Chris Grundy explores eclectic homes created from strange, recycled, and up-cycled materials!Learn how each house was transformed into a personal oasis and made from the greatest stuff on Earth!<br/> <br/>This clip comes from Season 1, Episode 1: \")
_farm-animal-names-learning-124-an-educational-song-for-kids.webp "Farm animal name learning song for kids, learn names of animals that you see in a farm.")
_atif-aslam-ai-cover--sath-kangan-leke-aana---oonchi-oonchi-deewarein-arijit-singh--360p.webp "Welcome to Shozapstudio!<br/><br/>Dive into a world of rhythm and melodies at Shozapstudio,<br/>Your go-to destination for an eclectic mix of music. Whether you’re looking for the latest hits, timeless classics, or undiscovered gems, we’ve got it all. Our channel is dedicated to bringing you high-quality music videos, live performances, and exclusive artist interviews from a diverse range of genres.<br/><br/>Tune in for:<br/><br/>Trending Tracks: Stay up-to-date with the hottest music making waves around the globe.<br/><br/>Live Performances: Experience the magic of live music with exclusive performances from your favorite artists.<br/><br/>Music Reviews: Get in-depth reviews and insights into new releases and albums.<br/><br/>Artist Spotlights: Discover new and emerging artists and learn about their musical journeys.<br/><br/>Join our vibrant community of music lovers and let Shozapstudio be the soundtrack to your life. Subscribe now and never miss a beat!")
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