Did you mean?
Search Results - Showing 72 - 84 Of 78
_matinding-init-paghandaan-pa-rin-kahit-nagbabalik-ang-ulan-na-dala-ng-hanging-habagat-weather-update-today-as-of-601-a.webp "Unang Balita is the news segment of GMA Network's daily morning program, Unang Hirit. It's anchored by Arnold Clavio, Susan Enriquez, Ivan Mayrina, and Mariz Umali, and airs on GMA-7 Mondays to Fridays at 5:30 AM (PHL Time). For more videos from Unang Balita, visit http://www.gmanetwork.com/unangbalita.<br/><br/>#GMAIntegratedNews #KapusoStream<br/><br/>Breaking news and stories from the Philippines and abroad:<br/>GMA Integrated News Portal: http://www.gmanews.tv<br/>Facebook: http://www.facebook.com/gmanews<br/>TikTok: https://www.tiktok.com/@gmanews<br/>Twitter: http://www.twitter.com/gmanews<br/>Instagram: http://www.instagram.com/gmanews<br/><br/>GMA Network Kapuso programs on GMA Pinoy TV: https://gmapinoytv.com/subscribe")
_young-girl-solo-camping-under-the-banana-bush-and-green-corn-garden-asmr-sound-cooking-relaxing.webp "My channel \")
YOUNG GIRL SOLO CAMPING under the BANANA BUSH and GREEN CORN GARDEN [ ASMR Sound, Cooking, Relaxing]
⏲ 33:8 👁 130K
_lovely-dark-and-deep-2023-english-movie.webp "Lovely Dark and Deep (2023) English Movie")
_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 \")
_goat-gently-headbutts-older-goat.webp "Candy the goat had different ways of headbutting different goats. Here, Candy was playing with a senior goat and so was careful to be very gentle when headbutting them.<br/><br/>The underlying music rights are not available for license. For use of the video with the track(s) contained therein, please contact the music publisher(s) or relevant rightsholder(s).")
_lpa-sa-labas-ng-par-nawala-na-pero-hanging-habagat-magpapa-ulan-pa-rin-sa-maraming-lugar-124-24-oras.webp "24 Oras is GMA Network’s flagship newscast, anchored by Mel Tiangco, Vicky Morales and Emil Sumangil. It airs on GMA-7 Mondays to Fridays at 6:30 PM (PHL Time) and on weekends at 5:30 PM. For more videos from 24 Oras, visit http://www.gmanews.tv/24oras.<br/><br/>#GMAIntegratedNews #KapusoStream<br/><br/>Breaking news and stories from the Philippines and abroad:<br/>GMA Integrated News Portal: http://www.gmanews.tv<br/>Facebook: http://www.facebook.com/gmanews<br/>TikTok: https://www.tiktok.com/@gmanews<br/>Twitter: http://www.twitter.com/gmanews<br/>Instagram: http://www.instagram.com/gmanews<br/><br/>GMA Network Kapuso programs on GMA Pinoy TV: https://gmapinoytv.com/subscribe")
LPA sa labas ng PAR, nawala na pero hanging Habagat, magpapa-ulan pa rin sa maraming lugar | 24 Oras
⏲ 1:3 👁 70K
![[+]](/images/menu.gif){kind=small}