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_adf-to-open-recruitment-to-pacific-foreign-citizens.webp "The Australian Defence Force will open recruitment to New Zealand citizens, who have been an Australian permanent resident for at least a year from July 1, 2024.")
_breaking-news-djokovic-withdraws-from-french-open.webp "Novak Djokovic has withdrawn from this year's French Open ahead of Ruud quarter-final due to a knee injury.")
_andreeva-39didn39t-expect39-to-be-in-the-french-open-semi-finals.webp "Mirra Andreeva admits it's 'a dream' to be in the final four at Roland Garros after beating Aryna Sabalenka")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from open gup")
_xi-pledges-more-gaza-aid-and-talks-trade-at-summit-with-arab-leaders-chinese-president-xi-jinping-reiterates-calls-for.webp "Xi pledges more Gaza aid and talks trade at summit with Arab leaders<br/><br/>Chinese President Xi Jinping reiterates calls for the establishment of an independent Palestinian state and promised more humanitarian aid for people in Gaza as he opened a summit with leaders of Arab states on May 30, 2024 in Beijing. He called for an international peace conference for resolving the Israel-Hamas war and pledged 500 million yuan ($69 million) in humanitarian aid for Gaza. He also promised to donate $3 million to a United Nations agency that provides assistance and relief to refugees of the Israel-Hamas war.<br/><br/>Photos by AP<br/><br/>Subscribe to The Manila Times Channel - https://tmt.ph/YTSubscribe <br/>Visit our website at https://www.manilatimes.net <br/> <br/>Follow us: <br/>Facebook - https://tmt.ph/facebook <br/>Instagram - https://tmt.ph/instagram <br/>Twitter - https://tmt.ph/twitter <br/>DailyMotion - https://tmt.ph/dailymotion <br/> <br/>Subscribe to our Digital Edition - https://tmt.ph/digital <br/> <br/>Check out our Podcasts: <br/>Spotify - https://tmt.ph/spotify <br/>Apple Podcasts - https://tmt.ph/applepodcasts <br/>Amazon Music - https://tmt.ph/amazonmusic <br/>Deezer: https://tmt.ph/deezer <br/>Tune In: https://tmt.ph/tunein<br/> <br/>#TheManilaTimes <br/>#worldnews <br/>#china <br/>#israelhamaswar <br/>#palestine")
_tim-allen-opens-up-about-39home-improvement39-39last-man-standing39-and-getting-a-third-chance-with-his-new-sitcom.webp "Tim Allen seemingly has no problem landing a job, which is why he’s worked within the TV space on a relatively consistent basis over the years. At this point, the veteran actor has been away from network TV for a few years, since the conclusion of his ABC/Fox sitcom \")
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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 \")
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