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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Pokémon the Series XYZ (Season 19) - E22 Hindi Episodes - Battling at Full Volume! | ChillAndZeal |
⏲ 21:19 👁 610K
Perseid Meteors Seen By NASA's All Sky Fireball Network Ahead Of The Peak
⏲ 1:4 👁 75K
Pokémon the Series XYZ (Season 19)- E17 Hindi Episodes - An Electrifying Rage! | ChillAndZeal |
⏲ 21:30 👁 425K
New kits for Pembrokeshire teams thanks to 'New York Welsh' network
⏲ 0:56 👁 70K
Fast Talk with Boy Abunda: Coleen Garcia and Faye Lorenzo (Ep. 354)
⏲ 0:15 👁 65K
Pokémon the Series XYZ (Season 19) - E14 Hindi Episodes - An Explosive Operation! | ChillAndZeal |
⏲ 21:21 👁 490K
Potent storms roll into the Northeast
⏲ 4:37 👁 60K
Pokémon the Series XYZ (Season 19) - E24 Hindi Episodes - Making Friends and Influencing Villains! | ChillAndZeal |
⏲ 21:20 👁 330K
Drenching downpours sweep across the East Coast
⏲ 4:1 👁 50K
Lets Find the Criminal--SuperRescueTeamCar Song - Story Pinkfong Baby Shark
⏲ 4:19 👁 45K
Pokémon Horizons: The Series (Season 26) - E04 Hindi Episodes - Toofan Ka Bheja Hua Khazana! | ChillAndZeal |
⏲ 21:3 👁 175K
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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 \")
_pokmon-the-series-xyz-season-19-e22-hindi-episodes-battling-at-full-volume-124-chillandzeal-124.webp "Pokémon the Series XYZ (Season 19) - E22 Hindi Episodes - Battling at Full Volume! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \")
_perseid-meteors-seen-by-nasa39s-all-sky-fireball-network-ahead-of-the-peak.webp "NASA's All Sky Fireball Network of cameras captured several Perseid meteors streaking in the night sky ahead of the peak.<br/><br/>Credit: NASA's All Sky Fireball Network | mash mix by Space.com's Steve Spaleta<br/>Music: Falling Bits by Uygar Duzgun / courtesy of Epidemic Sound")
_pokmon-the-series-xyz-season-19-e17-hindi-episodes-an-electrifying-rage-124-chillandzeal-124.webp "Pokémon the Series XYZ (Season 19)- E17 Hindi Episodes - An Electrifying Rage! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \")
_new-kits-for-pembrokeshire-teams-thanks-to-39new-york-welsh39-network.webp "During the recent Bank Holiday, Tenby native Ty Francis MBE founder of the New York Welsh diaspora network - returned to his Pembrokeshire roots for a tour spanning three local rugby clubs, aimed at reinforcing the sport’s grassroots initiatives. <br/>Kicking off in Milford Haven, Ty gifted a new rugby kit to the Pembrokeshire Vikings, a mixed-ability squad led by Andrew Meddings and Simon Gardiner. <br/>Their commitment to creating a space where players of all abilities can thrive on the rugby field was celebrated with a #JerseyForAll. <br/>Notable attendees included co-sponsor Dom Barrett, MP Stephen Crabb, and MS Samuel Kurtz, with club captain and Special Olympics multi-gold medalist, Bleddyn Gibbs as the honoured guest.<br/>Ty then proceeded to Pembroke Ladies Rugby Team on Monday morning to unveil their latest kit, supported by the New York Welsh community, including contributions from Charlotte Jupp, originally from Saundersfoot, and Glenn Treacher of The Liberty NYC. He was joined by Club Chairman Richard Jelley, Chloe Jones, Jennifer Harvey, and Samuel Kurtz MS were in attendance to mark the occasion.<br/>The bank holiday tour concluded at Tenby United RFC’s Clicketts training ground, where the South Pembs Sharks girls rugby U16s and U14s teams were presented with their New York Welsh branded kits. Ty met with Jamie Barrellie, who oversees the hub, to celebrate the launch.<br/>This initiative held a personal touch for Francis, as the jerseys bore the initials ETS to honour his late aunt Estelle Townsend-Smith, a native of Narberth, who was also a staunch advocate for women's and disability sports. <br/>“She was a very proud supporter of what we do for female and disability sport, so it seemed fitting to have her initials on the sleeves,” he said.<br/>Since 2019, Ty along with his wife Alayna, a New York City Communications Executive, have been instrumental in equipping over a thousand Welsh individuals across women’s, girls’, and disability sports with new kits through their organisation, JerseyForAll.org<br/>Ty, a former Greenhill Comprehensive School pupil, expressed immense gratitude towards the local sports community in Wales and highlighted the invaluable support of all the volunteers. He voiced concern about challenges grassroots sports face, including a recent setback for Tenby United’s second XV by the Welsh Rugby Union, prompting questions about the union’s commitment to grassroots sports.<br/>“I’m thankful for the time and effort the coaches, managers, and volunteers put into supporting women’s and disability sport in Wales. Alayna and I are fortunate to be able to help provide the kits, but the real work gets done on and off the pitches by the players and support staff. <br/>“I’m also very grateful for the consistent support that Stephen Crabb MP and Sam Kurtz MS have offered. Grassroots sports are the lifeblood of local communities, and we are deeply disheartened to not see support from organisations like the Welsh Rugby Union and the Welsh Government.”")
_fast-talk-with-boy-abunda-coleen-garcia-and-faye-lorenzo-ep-354.webp "Ngayong Huwebes, makakapanayam ni Boy Abunda ang dalawa sa cast ng pelikulang 'Playtime,' na sina Coleen Garcia at Faye Lorenzo. Ang kanilang mga rebelasyon, alamin mamaya sa 'Fast Talk with Boy Abunda.' <br/><br/>Get to know the latest update on your favorite showbiz personality together with 'The King of Talk' Boy Abunda in 'Fast Talk with Boy Abunda,’ weekdays at 4:45 p.m. on GMA Afternoon Prime. #FastTalkwithBoyAbunda<br/>")
_pokmon-the-series-xyz-season-19-e14-hindi-episodes-an-explosive-operation-124-chillandzeal-124.webp "Pokémon the Series XYZ (Season 19) - E14 Hindi Episodes - An Explosive Operation! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \")
_potent-storms-roll-into-the-northeast.webp "Thunderstorms rolled from the Great Lakes into the Northeast on June 5, hitting towns with heavy rain and gusty winds.")
_pokmon-the-series-xyz-season-19-e24-hindi-episodes-making-friends-and-influencing-villains-124-chillandzeal-124.webp "Pokémon the Series XYZ (Season 19) - E24 Hindi Episodes - Making Friends and Influencing Villains! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \")
_drenching-downpours-sweep-across-the-east-coast.webp "Rainy weather is bringing cooler weather to the Northeast while humidity soars in the South.")
_lets-find-the-criminal-superrescueteam-car-song-story-pinkfong-baby-shark.webp "Support me <br/>Subscribe & Like my Channel for more beautiful Videos<br/>Thank You<br/><br/>")
_pokmon-horizons-the-series-season-26-e04-hindi-episodes-toofan-ka-bheja-hua-khazana-124-chillandzeal-124.webp "Pokémon Horizons: The Series (Season 26) - E04 Hindi Episodes - Toofan Ka Bheja Hua Khazana! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \")
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