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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Angels @ Mariners - MLB Game Preview for June 01, 2024 19:15
⏲ 1:13 👁 7.3M
10 Simple Fixes That Would’ve Improved Doctor Who
⏲ 16:20 👁 6.1M
Ancelotti 'a role model for every young coach' - Terzic
⏲ 0:33 👁 65K
The Little Witch Uncut Episode
⏲ 1:9:40 👁 540K
Kids and Dolphins Dance | Wonderful Dance of Kids and Dolphins | Kids and Dolphins
⏲ 0:32 👁 45K
My Oh My SANTA Loves ANDY's New TUNE:
⏲ 0:42 👁 40K
PENDATANG - Best Thriller Movie 2023 | 4k Full HD | Subtitled
⏲ 1:38:22 👁 80K
【Mixed cut】EP3 Mated to my lycan king #drama #miniseries #revenge #relationship #movie #tvshow #love
⏲ 1:0 👁 40K
Seymour Duncan 78 Model Humbucker Review
⏲ 8:6 👁 230K
Cult Of Tesla Crumbling: Early 'Die-Hard' Backers Bail As Musk's EV Empire Faces Reality Check Amid Stock Slump
⏲ 0:54 👁 135K
【NEW series】Accidentally Married To Secret Billionaire #drama #miniseries #revenge #relationship
⏲ 8:8 👁 40K
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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 \")
_angels-mariners-mlb-game-preview-for-june-01-2024-1915.webp "A look ahead to the MLB game between ANGELS and MARINERS. Your source for scores, previews, recaps, box scores, and more from every Major League Baseball. The schedule is set, and we're ready for some baseball.")
_10-simple-fixes-that-wouldve-improved-doctor-who.webp "One simple fix could've made the Weeping Angels so much scarier...")
_ancelotti-39a-role-model-for-every-young-coach39-terzic.webp "Edin Terzic shared his admiration for Real Madrid boss Carlo Ancelotti ahead of the Champions League final.")
_the-little-witch-uncut-episode.webp "The Little Witch Uncut Episode")
_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")
_my-oh-my-santa-loves-andy39s-new-tune.webp "My Oh My SANTA Loves ANDY's New TUNE: “SANTA HIRE ME!” ~ Santa KNOWs What's COOL~! SING LADS And LASSIES ~ SING Kids, Children, Youngsters, Boys, Girls, Babies, Sons, Daughters, Youths, Infants, Teenagers, Angels, Babes, Bambinos, Cherubs, Little Darlings, Little Ones, Nippers, Tots and Toddlers: SING ~ in Ireland and EVERYWH3R3 including SANTA's North Pole ~ SING, SING, SING !SANTA's Elves SING! #music #newmusic #funny #vlog #memes #soundcloud #podcast #spotify #entertainment #motivation #photography #love #knowledge #travelphotography #travel #homedecor #luxury #art #style #life #subscribe #subscriber #newvideo #video #youtube #youtuber #youtubechannel #youtubecommunity #youtubecontent #youtubeguru #youtubevideo #youtubeislife #shorts #like #Shorts #ShortsTrend #ShortsChallenge #ShortsVideo #TrendingShorts #ShortsViral #ShortsFYP #ShortsForYou #ShortsCommunit #ShortsLife #OnlineClass #OnlineLearning #Study #StudyMusic #StudyWithMe #StudyVlog #CurrentAffairs #EducateYourself #LearningTips #LearningHacks #ShortsComedy #FunnyShorts #ComedyShorts #ShortsHumor #ShortsJokes #ShortsLaughs #ShortsParody #ShortsSatire #ShortsSpoof #ShortsStandup #CNYArtist #CNYFashionista #CNYTravelBlogger #CNYCrafts #CNYMusician #CNYPhotographe #CNYGamer #CNYDancer #CNYCalligrapher #CNYStoryteller #madonna #janetjackson #iggyazalea #ladygaga #JLO #heidiklum #nickiminaj #mileycyrus #william #rihanna #paulmccartney #pharrell #jimmyfallon #katyperry #juliamichaels #backstreetboys #tinashe #selenagomez #willsmith #billieeilish #eltonjohn #titotheraccoon #noahcyrus #parishilton #glaad #williegomez #ryanseacrest #oliviahumphrey #britneyspears #art #artist #myart #abstractart #artsy #practice #visualart #artoftheday #onlineart #artvideo #videoart #digitalart #artlife #modernart #arttutorial #creative #gallery #fineartn #artstudion #artvideo #onlineart")
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_seymour-duncan-78-model-humbucker-review.webp "As Guitar World Tech Editor Paul Riario explains, “In the late ‘70s, Seymour Duncan – the man – was well-known as the guy to custom-wind pickups for some noteworthy guitarists who were looking to venture beyond what was available and create their own identifiable tone and sound.\")
_cult-of-tesla-crumbling-early-39die-hard39-backers-bail-as-musk39s-ev-empire-faces-reality-check-amid-stock-slump.webp "Investors who witnessed the meteoric rise coinciding with the Model Y launch in early 2020 have largely held on despite the recent downturn. Out of 32 analysts, 9 recommend buying Tesla, 14 hold neutral ratings, and only 9 recommend selling, according to TipRanks.")
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