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_west-mids-pension-fund-advice-session.webp "West mids pension fund advice session at West Bromwich library.")
_library-girl-original-song.webp "Elle u0026 Toni")
_library-girl-reina-del-cid.webp "Elle u0026 Toni")
_top-30-most-popular-anime-songs-of-all-time.webp "You can't call yourself an anime fan without these in your music library! Join Ashley as we look at the chart toppers to come out of the anime scene across the years")
_michael-jackson-liberian-girl-official-video-shortened-version.webp "Michael Jackson")
_liberian-girl-2012-remastered-version.webp "Michael Jackson")
_circle-ceo-on-how-the-us-can-win-the-digital-currency-space-race.webp "This conversation from Davos with Circle Founder and CEO Jeremy Allaire is about the rise of stable coins like USDC, why these technologies will win out as technology advances, and what the US needs to do to stay competitive in a new global financial order. <br/><br/>0:00 Introduction<br/>3:47 Public Skills With Technology: Are We Behind?<br/>6:50 Issues With Households And Digital Access For Technology Advances<br/>11:33 How Infrastructure Plays A Part In Digital Advancement In Communities<br/><br/>Subscribe to FORBES: https://www.youtube.com/user/Forbes?sub_confirmation=1<br/><br/>Fuel your success with Forbes. Gain unlimited access to premium journalism, including breaking news, groundbreaking in-depth reported stories, daily digests and more. Plus, members get a front-row seat at members-only events with leading thinkers and doers, access to premium video that can help you get ahead, an ad-light experience, early access to select products including NFT drops and more:<br/><br/>https://account.forbes.com/membership/?utm_source=youtube&utm_medium=display&utm_campaign=growth_non-sub_paid_subscribe_ytdescript<br/><br/>Stay Connected<br/>Forbes newsletters: https://newsletters.editorial.forbes.com<br/>Forbes on Facebook: http://fb.com/forbes<br/>Forbes Video on Twitter: http://www.twitter.com/forbes<br/>Forbes Video on Instagram: http://instagram.com/forbes<br/>More From Forbes:http://forbes.com<br/><br/>Forbes covers the intersection of entrepreneurship, wealth, technology, business and lifestyle with a focus on people and success.")
_la-vrit-sur-mesrine.webp "100% Docs - Crime")
_single-mother-received-help-for-the-first-time-from-a-strange-kind-man-ly-tu-ca.webp "Lý Tử Ca")
_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 \")
_someone-like-you-bolanle-ninalowo-osas-ighodaro-onyeka-mercy.webp "RuthKadiri247")
_youre-in-love-with-somone-else-but-a-corrupt-karmic-wont-let-u-go-finding-a-way-out-of-their-prison.webp "Chiron Intuition")
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