Did you mean?
Search Results - Showing 60 - 72 Of 80
_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
_non-stop-dj-remix-song.jpg "<br/>Description<br/><br/>Hey friends This Is Lakshman Welcome To Our daily motion Channel. Here I presenting You All Types Of DJ Songs. Regular update my channel<br/> Like Comments And Share Our Videos Thank U. I Hope You Enjoying Our Videos.<br/><br/>Please Subscribe Our Channel For More DJ Songs updates<br/>")
⏲ 14:59 👁 160K
_look-what-you-made-me-do-full-movie.jpg "Look What You Made Me Do - Full Movie")
⏲ 1:19:39 👁 525K
_love-song-remix-nonstop.jpg "<br/>Description<br/><br/>Hey friends This Is Lakshman Welcome To Our daily motion Channel. Here I presenting You All Types Of DJ Songs. Regular update my channel<br/> Like Comments And Share Our Videos Thank U. I Hope You Enjoying Our Videos.<br/><br/>Please Subscribe Our Channel For More DJ Songs updates<br/>")
⏲ 14:15 👁 70K
_india-calls-killings-in-rafah-heartbreaking-reaffirms-palestinian-statehood-amid-european-moves.jpg "India on Thursday reaffirmed its long-standing position on the Israeli-Palestinian conflict following the recent recognition of Palestine by Ireland, Norway, and Spain. Ministry of External Affairs spokesperson Randhir Jaiswal highlighted India's historical support for Palestinian statehood and a two-state solution. When asked about the coordinated decision by Spain, Ireland, and Norway to formally recognise Palestine, Jaiswal, at a weekly press briefing, said, “As you are aware, India was one of the first countries to recognise the state of Palestine in the late 1980s, and we have long supported a two-state solution which entails the establishment of a sovereign, viable, and independent state of Palestine within recognised and mutually agreed borders, living side by side with Israel in peace.” <br/> <br/> <br/>#IndiaOnRafah #HeartbreakingKillings #RafahIncident #PalestinianStatehood #MEAStatement #IndiaSupportsPalestine #EuropeanMoves #MiddleEastConflict #DiplomaticResponse #HumanRights #InternationalAffairs #PeaceInMiddleEast #GlobalSolidarity #RafahTragedy #PalestineIsraelConflict<br/>~HT.99~PR.152~ED.155~")
⏲ 3:24 👁 85K
_in-my-head-ft-jape-rima-southsection.jpg "Track -In My Head ft. Jape + Rima. <br/>Artist - Southsection")
⏲ 2:9 👁 80K
_01-south-city-banquet-2024-ep01-full-hd.jpg "南城宴01 - South City Banquet (2024) EP01 Full HD from what is dj from full house real name")
⏲ 43:32 👁 585K
_endless-journey-new-english-song.jpg "Endless Journey ( New English Song )<br/>Lyrics<br/>**Verse 1:**<br/>Woke up to the sunrise, painting gold across the sky,<br/>Every moment whispers, it’s a chance to start anew,<br/>In the quiet morning, dreams are calling out my name,<br/>Feel the world awakening, ready for a brighter day.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Verse 2:**<br/>Walking through the city, with a fire in our eyes,<br/>Every step we’re taking, leads us closer to the prize,<br/>With the wind behind us, and our fears left far behind,<br/>We’re writing our own story, in the chapters of our lives.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Bridge:**<br/>Through the highs and the lows, we’ll stand tall, we’ll be strong,<br/>In the echoes of hope, we’ll find where we belong,<br/>With every heartbeat, we’ll keep moving on,<br/>Together we are one, together we are one.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Outro:**<br/>In this endless journey, hand in hand, we’ll always be,<br/>Writing our own destiny, you and me.<br/>gangster city,gangster deep,car music,bass boosted,remix,house music,house,slap house,car banger,car bass,bass music,deep house,g house,brazzilian bass,gang,tik tok,tik tok remix,club music,car,cars,boosted music,vavamedia,vavamusic,burak balkan,dj burak balkan,burak balkan remix,burak balkan club,burak balkan club remix,tik tok remix,car music,bass boosted")
⏲ 4:0 👁 65K
_termination-2019-english-full-movie.jpg "Termination 2019 English Full Movie")
⏲ 1:22:0 👁 60K
_new-arabic-remix--bass-boosted-----------2024----slowedreverb-arabic-music-2024-exported-0.jpg "#DjUnknownRemix#DjRemix#music#songs#arabic#music#djremix#remix2022#subscribe#remix2023#trending#djmusic#music#newremixmusic#djUnknown#song#bassmusic#musicunknown#songbass#arabicremix2023#remix2022#english songsremix#TurkishDjRemix#IndaiDjRemix#PosthoDjRemix<br/>musicdjunknownremix9900<br/>Dj Unknown Remix <br/><br/>New_Arabic_Remix__Bass_Boosted___________2024____SlowedReverb_Arabic_Music_2024_exported_0<br/><br/><br/>remix popular song<br/>edm remix of popular songs<br/>remixes of popular songs<br/>popular songs remix<br/>best remixes of popular songs<br/>new music mix<br/>popular music<br/>car music mix<br/>car music<br/>best remixes of popular songs 2024<br/>music mix<br/>popupar songs<br/>music<br/>popular songs<br/>remix 2024<br/>best remixes of popular songs 2022<br/>dance music<br/>music mix 2024<br/>bass boosted songs<br/>remix<br/>remixes of popular songs 2024<br/>dj remix song<br/>car songs remix<br/>car music remix<br/>car remix music<br/>https://www.youtube.com/channel/UCNgASM0vfzIfdcNOfD0FQeQ<br/>#DjUnknownRemix<br/>#DjUnknown<br/><br/>")
⏲ 4:10 👁 60K
_08-south-city-banquet-2024-ep08-full-hd.jpg "南城宴08 - South City Banquet (2024) EP08 Full HD from what is dj from full house real name")
⏲ 40:27 👁 1.5M
_iski-bhen-ki-maje-maje-official-preet-sandhu-nisha-bhatt-haryanvi-punjabi-hindi-song-2024.jpg "Iski Bhen Ki Maje Maje (Official) - Preet Sandhu, Nisha Bhatt - Haryanvi, Punjabi, Hindi Song 2024<br/><br/>#NewPunjabiSongs2024 #LatestSongs2024 #Crowny<br/>Iski Bhen Ki Maje Maje (Official Video) | Preet Sandhu, Nisha Bhatt | Haryanvi, Punjabi, Hindi Song 2024<br/><br/>Navdeep Yadav & Navdeep Records Presents Official Video of \")
⏲ 3:9 👁 205K
Related Searches
Search Videos
Recent Searches
_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 \")
_non-stop-dj-remix-song.webp "<br/>Description<br/><br/>Hey friends This Is Lakshman Welcome To Our daily motion Channel. Here I presenting You All Types Of DJ Songs. Regular update my channel<br/> Like Comments And Share Our Videos Thank U. I Hope You Enjoying Our Videos.<br/><br/>Please Subscribe Our Channel For More DJ Songs updates<br/>")
_look-what-you-made-me-do-full-movie.webp "Look What You Made Me Do - Full Movie")
_love-song-remix-nonstop.webp "<br/>Description<br/><br/>Hey friends This Is Lakshman Welcome To Our daily motion Channel. Here I presenting You All Types Of DJ Songs. Regular update my channel<br/> Like Comments And Share Our Videos Thank U. I Hope You Enjoying Our Videos.<br/><br/>Please Subscribe Our Channel For More DJ Songs updates<br/>")
_india-calls-killings-in-rafah-heartbreaking-reaffirms-palestinian-statehood-amid-european-moves.webp "India on Thursday reaffirmed its long-standing position on the Israeli-Palestinian conflict following the recent recognition of Palestine by Ireland, Norway, and Spain. Ministry of External Affairs spokesperson Randhir Jaiswal highlighted India's historical support for Palestinian statehood and a two-state solution. When asked about the coordinated decision by Spain, Ireland, and Norway to formally recognise Palestine, Jaiswal, at a weekly press briefing, said, “As you are aware, India was one of the first countries to recognise the state of Palestine in the late 1980s, and we have long supported a two-state solution which entails the establishment of a sovereign, viable, and independent state of Palestine within recognised and mutually agreed borders, living side by side with Israel in peace.” <br/> <br/> <br/>#IndiaOnRafah #HeartbreakingKillings #RafahIncident #PalestinianStatehood #MEAStatement #IndiaSupportsPalestine #EuropeanMoves #MiddleEastConflict #DiplomaticResponse #HumanRights #InternationalAffairs #PeaceInMiddleEast #GlobalSolidarity #RafahTragedy #PalestineIsraelConflict<br/>~HT.99~PR.152~ED.155~")
_in-my-head-ft-jape-rima-southsection.webp "Track -In My Head ft. Jape + Rima. <br/>Artist - Southsection")
_01-south-city-banquet-2024-ep01-full-hd.webp "南城宴01 - South City Banquet (2024) EP01 Full HD from what is dj from full house real name")
_endless-journey-new-english-song.webp "Endless Journey ( New English Song )<br/>Lyrics<br/>**Verse 1:**<br/>Woke up to the sunrise, painting gold across the sky,<br/>Every moment whispers, it’s a chance to start anew,<br/>In the quiet morning, dreams are calling out my name,<br/>Feel the world awakening, ready for a brighter day.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Verse 2:**<br/>Walking through the city, with a fire in our eyes,<br/>Every step we’re taking, leads us closer to the prize,<br/>With the wind behind us, and our fears left far behind,<br/>We’re writing our own story, in the chapters of our lives.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Bridge:**<br/>Through the highs and the lows, we’ll stand tall, we’ll be strong,<br/>In the echoes of hope, we’ll find where we belong,<br/>With every heartbeat, we’ll keep moving on,<br/>Together we are one, together we are one.<br/><br/>**Chorus:**<br/>So we’ll rise, we’ll shine, let our hearts ignite the light,<br/>Chasing dreams, we’ll find, every star in the night,<br/>Together we’re unstoppable, our spirits wild and free,<br/>In this endless journey, you and me.<br/><br/>**Outro:**<br/>In this endless journey, hand in hand, we’ll always be,<br/>Writing our own destiny, you and me.<br/>gangster city,gangster deep,car music,bass boosted,remix,house music,house,slap house,car banger,car bass,bass music,deep house,g house,brazzilian bass,gang,tik tok,tik tok remix,club music,car,cars,boosted music,vavamedia,vavamusic,burak balkan,dj burak balkan,burak balkan remix,burak balkan club,burak balkan club remix,tik tok remix,car music,bass boosted")
_termination-2019-english-full-movie.webp "Termination 2019 English Full Movie")
_new-arabic-remix--bass-boosted-----------2024----slowedreverb-arabic-music-2024-exported-0.webp "#DjUnknownRemix#DjRemix#music#songs#arabic#music#djremix#remix2022#subscribe#remix2023#trending#djmusic#music#newremixmusic#djUnknown#song#bassmusic#musicunknown#songbass#arabicremix2023#remix2022#english songsremix#TurkishDjRemix#IndaiDjRemix#PosthoDjRemix<br/>musicdjunknownremix9900<br/>Dj Unknown Remix <br/><br/>New_Arabic_Remix__Bass_Boosted___________2024____SlowedReverb_Arabic_Music_2024_exported_0<br/><br/><br/>remix popular song<br/>edm remix of popular songs<br/>remixes of popular songs<br/>popular songs remix<br/>best remixes of popular songs<br/>new music mix<br/>popular music<br/>car music mix<br/>car music<br/>best remixes of popular songs 2024<br/>music mix<br/>popupar songs<br/>music<br/>popular songs<br/>remix 2024<br/>best remixes of popular songs 2022<br/>dance music<br/>music mix 2024<br/>bass boosted songs<br/>remix<br/>remixes of popular songs 2024<br/>dj remix song<br/>car songs remix<br/>car music remix<br/>car remix music<br/>https://www.youtube.com/channel/UCNgASM0vfzIfdcNOfD0FQeQ<br/>#DjUnknownRemix<br/>#DjUnknown<br/><br/>")
_08-south-city-banquet-2024-ep08-full-hd.webp "南城宴08 - South City Banquet (2024) EP08 Full HD from what is dj from full house real name")
_iski-bhen-ki-maje-maje-official-preet-sandhu-nisha-bhatt-haryanvi-punjabi-hindi-song-2024.webp "Iski Bhen Ki Maje Maje (Official) - Preet Sandhu, Nisha Bhatt - Haryanvi, Punjabi, Hindi Song 2024<br/><br/>#NewPunjabiSongs2024 #LatestSongs2024 #Crowny<br/>Iski Bhen Ki Maje Maje (Official Video) | Preet Sandhu, Nisha Bhatt | Haryanvi, Punjabi, Hindi Song 2024<br/><br/>Navdeep Yadav & Navdeep Records Presents Official Video of \")
![[+]](/images/menu.gif){kind=small}