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_deep-rock-galactic-season-05-narrated-trailer.jpg "Stay tuned for the full reveal of Season 05 in the long awaited Narrated Trailer.<br/><br/>Season 05 is releasing on June 13th, 2024, on Steam. <br/>Consoles two weeks later.")
⏲ 7:55 👁 95K
_ary-news-9-pm-bulletin-news-2nd-june-2024-124-heat-wave-weather-update.jpg "#heatwave #eidaladha2024 #maweshimandi #karachinews #Governorkpk #cmkpk #punjabgovt #bulletin <br/><br/>-Police arrest thieves’ with PTCL underground cables<br/><br/>-Pakistan, China sign MoU to promote industrial cooperation<br/><br/>-Rangers arrest two robbery suspects in Karachi<br/><br/>-Heatwave subsides in Karachi from today, says Met Office<br/><br/>Follow the ARY News channel on WhatsApp: https://bit.ly/46e5HzY<br/><br/>Subscribe to our channel and press the bell icon for latest news updates: http://bit.ly/3e0SwKP<br/><br/>ARY News is a leading Pakistani news channel that promises to bring you factual and timely international stories and stories about Pakistan, sports, entertainment, and business, amid others.")
⏲ 15:23 👁 80K
_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-exotic-zoo-express-telford.jpg "The Exotic expressdeparted from Telford steam railway with a few animals from the Zoo. Including millie the millipede.")
⏲ 1:0 👁 1.9M
_rusty-rabbit-124-story-trailer.jpg "Introducing the new game \")
⏲ 2:31 👁 1.1M
_top-30-most-streamed-songs-in-spotify-history.jpg "Welcome to WatchMojo.world and today we’re counting down the songs that have dominated Spotify as of March 2024. Our countdown of the most streamed songs in Spotify history includes “Circles”, “God’s Plan”, “Heat Waves”, \")
⏲ 27:35 👁 75K
_heat-stroke-brain-stroke-risk-reason-124-heat-stroke-symptoms-and-treatment-124-boldsky.jpg "Heat Stroke : ऐसे लोग जिन्हें पहले से ही शुगर, हाई ब्लड प्रेशर, मोटापा, हार्ट डिजीज, सांस लेने में परेशानी है या जो शराब-सिगरेट पीते हैं, उनमें हीट स्ट्रोक से ब्रेन स्ट्रोक आने का खतरा काफी ज्यादा होता है. <br/> <br/>Heat Stroke: People who already have diabetes, high blood pressure, obesity, heart disease, difficulty in breathing or those who smoke alcohol and cigarettes have a higher risk of brain Stroke due to heat Stroke. <br/> <br/>#HeatStroke#BrainStroke #heatwave#healthtips#healthyhabits <br/> <br/><br/>~HT.318~PR.115~ED.118~")
⏲ 3:6 👁 75K
_disco-samurai-124-gameplay-trailer-guerrilla-collective-2024.jpg "Check out gameplay and the stylish rhythm-based combat of Disco Samurai in this upcoming Rhythmic beat 'em up game set in the cyberpunk city of Disco, Pennsylvania. Disco Samurai will be available on PC, PlayStation, Xbox, and Nintendo Switch. A demo for Disco Samurai is available on Steam on June 10, 2024. Challenge your skills by smoothly combining attacks, parries, dashes, and other abilities to the beat of the music. In a world without laws and rules, only those who master the blade are worthy of achieving glory and prosperity. As Fox, a rebellious student tangled in a conspiracy beyond her imagination, crank up the volume, seize the rhythm of the electrifying soundscape of synthwave and rock, and fight your way through a multitude of minimalist diorama arenas!")
⏲ 1:0 👁 70K
_luxembourg-0-3-france-highlights-amp-all-goals-2024.jpg "Luxembourg 0-3 France Highlights & All Goals 2024")
⏲ 8:40 👁 140K
_temperatures-soaring-to-triple-digits-in-the-southwest.jpg "Record-breaking heat is gripping the Southwest this week.")
⏲ 1:51 👁 4.9M
_slovenia-vs-armenia-2-1-extended-highlights-international-friendly-2024-varazdat-haroyan-goal.jpg "Slovenia vs Armenia 2-1 Extended HighlightsInternational Friendly 2024-Varazdat Haroyan Goal")
⏲ 2:1 👁 330K
_grand-theft-auto-vi-official-trailer-2-2025.jpg "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Grand Theft Auto VI™ - Official Trailer 2 (2025)<br/>Grand Theft Auto VI heads to the state of Leonida, home to the neon-soaked streets of Vice City and beyond in the biggest, most immersive evolution of the Grand Theft Auto series yet. Coming 2025 to PlayStation 5 and Xbox Series X|S.<br/>")
⏲ 2:44 👁 45K
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_deep-rock-galactic-season-05-narrated-trailer.webp "Stay tuned for the full reveal of Season 05 in the long awaited Narrated Trailer.<br/><br/>Season 05 is releasing on June 13th, 2024, on Steam. <br/>Consoles two weeks later.")
_ary-news-9-pm-bulletin-news-2nd-june-2024-124-heat-wave-weather-update.webp "#heatwave #eidaladha2024 #maweshimandi #karachinews #Governorkpk #cmkpk #punjabgovt #bulletin <br/><br/>-Police arrest thieves’ with PTCL underground cables<br/><br/>-Pakistan, China sign MoU to promote industrial cooperation<br/><br/>-Rangers arrest two robbery suspects in Karachi<br/><br/>-Heatwave subsides in Karachi from today, says Met Office<br/><br/>Follow the ARY News channel on WhatsApp: https://bit.ly/46e5HzY<br/><br/>Subscribe to our channel and press the bell icon for latest news updates: http://bit.ly/3e0SwKP<br/><br/>ARY News is a leading Pakistani news channel that promises to bring you factual and timely international stories and stories about Pakistan, sports, entertainment, and business, amid others.")
_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-exotic-zoo-express-telford.webp "The Exotic expressdeparted from Telford steam railway with a few animals from the Zoo. Including millie the millipede.")
_rusty-rabbit-124-story-trailer.webp "Introducing the new game \")
_top-30-most-streamed-songs-in-spotify-history.webp "Welcome to WatchMojo.world and today we’re counting down the songs that have dominated Spotify as of March 2024. Our countdown of the most streamed songs in Spotify history includes “Circles”, “God’s Plan”, “Heat Waves”, \")
_heat-stroke-brain-stroke-risk-reason-124-heat-stroke-symptoms-and-treatment-124-boldsky.webp "Heat Stroke : ऐसे लोग जिन्हें पहले से ही शुगर, हाई ब्लड प्रेशर, मोटापा, हार्ट डिजीज, सांस लेने में परेशानी है या जो शराब-सिगरेट पीते हैं, उनमें हीट स्ट्रोक से ब्रेन स्ट्रोक आने का खतरा काफी ज्यादा होता है. <br/> <br/>Heat Stroke: People who already have diabetes, high blood pressure, obesity, heart disease, difficulty in breathing or those who smoke alcohol and cigarettes have a higher risk of brain Stroke due to heat Stroke. <br/> <br/>#HeatStroke#BrainStroke #heatwave#healthtips#healthyhabits <br/> <br/><br/>~HT.318~PR.115~ED.118~")
_disco-samurai-124-gameplay-trailer-guerrilla-collective-2024.webp "Check out gameplay and the stylish rhythm-based combat of Disco Samurai in this upcoming Rhythmic beat 'em up game set in the cyberpunk city of Disco, Pennsylvania. Disco Samurai will be available on PC, PlayStation, Xbox, and Nintendo Switch. A demo for Disco Samurai is available on Steam on June 10, 2024. Challenge your skills by smoothly combining attacks, parries, dashes, and other abilities to the beat of the music. In a world without laws and rules, only those who master the blade are worthy of achieving glory and prosperity. As Fox, a rebellious student tangled in a conspiracy beyond her imagination, crank up the volume, seize the rhythm of the electrifying soundscape of synthwave and rock, and fight your way through a multitude of minimalist diorama arenas!")
_luxembourg-0-3-france-highlights-amp-all-goals-2024.webp "Luxembourg 0-3 France Highlights & All Goals 2024")
_temperatures-soaring-to-triple-digits-in-the-southwest.webp "Record-breaking heat is gripping the Southwest this week.")
_slovenia-vs-armenia-2-1-extended-highlights-international-friendly-2024-varazdat-haroyan-goal.webp "Slovenia vs Armenia 2-1 Extended HighlightsInternational Friendly 2024-Varazdat Haroyan Goal")
_grand-theft-auto-vi-official-trailer-2-2025.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Grand Theft Auto VI™ - Official Trailer 2 (2025)<br/>Grand Theft Auto VI heads to the state of Leonida, home to the neon-soaked streets of Vice City and beyond in the biggest, most immersive evolution of the Grand Theft Auto series yet. Coming 2025 to PlayStation 5 and Xbox Series X|S.<br/>")
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