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_skl-moments-with-gina-alajar-and-elizabeth-oropesa-124-asawa-ng-asawa-ko-online-exclusive.jpg "Ms. Gina Alajar and Ms. Elizabeth Oropesa shares their experiences and positive insights as cast members of 'Asawa Ng Asawa Ko'<br/>")
⏲ 3:3 👁 6.1M
_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
_the-call-boy-i-met-in-paris-full-movie.jpg "The Call Boy I Met in Paris - Full Movie")
⏲ 1:22:37 👁 130K
_chutiya-chacha-ne-ki-tapa-tup-124124-bcdkchacha124124-tel-luga-ke-dala.jpg "**Tags:**<br/><br/>3D Animation Videos, Animated Fun, Animated Jokes, Animated Stories, Animation, Cartoon Clips, Cartoon Jokes, Comedy Central, Comedy Channel, Comedy Entertainment, Comedy Show, Comedy Sketches, Desi Comedy, Entertaining Shorts, Entertaining Videos, Family Comedy, Family Friendly, Funniest Videos, Funny Clips, Funny Entertainment **Channel Name: FunnyMia**<br/><br/>**Description:**<br/><br/>Welcome to FunnyMia, your ultimate destination for endless laughter and joy! Dive into our collection of the best comedy videos, hilarious funny fails, and side-splitting Hindi chutkule that will leave you in stitches. Our channel is packed with mazedar jokes and entertaining cartoon videos that are perfect for viewers of all ages. Subscribe now and join the fun with FunnyMia on Dailymotion! Don't miss out on the latest viral comedy clips and laugh-out-loud moments. Get ready to giggle, guffaw, and have a great time with FunnyMia!<br/><br/>**Keywords:**<br/>- Best comedy video<br/>- Funny fails<br/>- Hindi chutkule<br/>- Mazedar jokes<br/>- Cartoon video<br/>- Dailymotion videos")
⏲ 0:46 👁 70K
_pokmon-horizons-the-series-season-26-e04-hindi-episodes-toofan-ka-bheja-hua-khazana-124-chillandzeal-124.jpg "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 \")
⏲ 21:3 👁 310K
_thunderstorms-roar-through-the-mid-atlantic.jpg "June 6 marked another stormy day throughout the mid-Atlantic, as AccuWeather's Justin Povick showed in this live forecast.")
⏲ 3:56 👁 65K
_pokmon-the-series-xyz-season-19-e24-hindi-episodes-making-friends-and-influencing-villains-124-chillandzeal-124.jpg "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 \")
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_fighter-jet-f35b.jpg "Like and follow me")
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_my-guardian-alien-aries39-secret-has-been-revealed-full-episode-48-june-5-2024.jpg "Aired (June 5, 2024): An unexpected visitor from the past disrupts Aries' (Josh Ford) peaceful life with his mother.#GMANetwork #GMADrama #Kapuso<br/><br/>Watch the latest episodes of 'My Guardian Alien’ weekdays, 8:50 PM on GMA Primetime, starring Marian Rivera, Gabby Concepcion, Raphael Landicho, Max Collins, Gabby Eigenmann, Kiray Celis, Arnold Reyes, Caitlyn Stave, Josh Ford, Sean Lucas, Christian Antolin, Marissa Delgado.")
⏲ 21:48 👁 475K
_lets-find-the-criminal-superrescueteam-car-song-story-pinkfong-baby-shark.jpg "Support me <br/>Subscribe & Like my Channel for more beautiful Videos<br/>Thank You<br/><br/>")
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_temperatures-soaring-to-triple-digits-in-the-southwest.jpg "Record-breaking heat is gripping the Southwest this week.")
⏲ 1:51 👁 4.9M
_here39s-your-travel-outlook-for-june-6.jpg "Several areas of the country could endure weather-related travel delays on June 6.")
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_skl-moments-with-gina-alajar-and-elizabeth-oropesa-124-asawa-ng-asawa-ko-online-exclusive.webp "Ms. Gina Alajar and Ms. Elizabeth Oropesa shares their experiences and positive insights as cast members of 'Asawa Ng Asawa Ko'<br/>")
_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 \")
_the-call-boy-i-met-in-paris-full-movie.webp "The Call Boy I Met in Paris - Full Movie")
_chutiya-chacha-ne-ki-tapa-tup-124124-bcdkchacha124124-tel-luga-ke-dala.webp "**Tags:**<br/><br/>3D Animation Videos, Animated Fun, Animated Jokes, Animated Stories, Animation, Cartoon Clips, Cartoon Jokes, Comedy Central, Comedy Channel, Comedy Entertainment, Comedy Show, Comedy Sketches, Desi Comedy, Entertaining Shorts, Entertaining Videos, Family Comedy, Family Friendly, Funniest Videos, Funny Clips, Funny Entertainment **Channel Name: FunnyMia**<br/><br/>**Description:**<br/><br/>Welcome to FunnyMia, your ultimate destination for endless laughter and joy! Dive into our collection of the best comedy videos, hilarious funny fails, and side-splitting Hindi chutkule that will leave you in stitches. Our channel is packed with mazedar jokes and entertaining cartoon videos that are perfect for viewers of all ages. Subscribe now and join the fun with FunnyMia on Dailymotion! Don't miss out on the latest viral comedy clips and laugh-out-loud moments. Get ready to giggle, guffaw, and have a great time with FunnyMia!<br/><br/>**Keywords:**<br/>- Best comedy video<br/>- Funny fails<br/>- Hindi chutkule<br/>- Mazedar jokes<br/>- Cartoon video<br/>- Dailymotion videos")
_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 \")
_thunderstorms-roar-through-the-mid-atlantic.webp "June 6 marked another stormy day throughout the mid-Atlantic, as AccuWeather's Justin Povick showed in this live forecast.")
_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 \")
_fighter-jet-f35b.webp "Like and follow me")
_my-guardian-alien-aries39-secret-has-been-revealed-full-episode-48-june-5-2024.webp "Aired (June 5, 2024): An unexpected visitor from the past disrupts Aries' (Josh Ford) peaceful life with his mother.#GMANetwork #GMADrama #Kapuso<br/><br/>Watch the latest episodes of 'My Guardian Alien’ weekdays, 8:50 PM on GMA Primetime, starring Marian Rivera, Gabby Concepcion, Raphael Landicho, Max Collins, Gabby Eigenmann, Kiray Celis, Arnold Reyes, Caitlyn Stave, Josh Ford, Sean Lucas, Christian Antolin, Marissa Delgado.")
_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/>")
_temperatures-soaring-to-triple-digits-in-the-southwest.webp "Record-breaking heat is gripping the Southwest this week.")
_here39s-your-travel-outlook-for-june-6.webp "Several areas of the country could endure weather-related travel delays on June 6.")
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