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China is pushing for more international use of the yuan to reduce the impact of potential Western sanctions, such as in a military conflict over Taiwan. Expanding yuan use in trade is less challenging than making it a major global reserve currency, according to a researcher. Countries are diversifying from dollars due to fears of being cut off from the financial system by sanctions like Russia. A lack of yuan-denominated risk-free assets closed capital markets, and a preference for one-man rule hindered the yuan's replacement for dollars. A recent global survey found little interest in yuan use for trade due to a lack of trading partner acceptance.

China Aims to Boost Yuan's International Use to Counter Potential Western Sanctions

⏲ 0:38 👁 150K

Leo Ains

KSI And IShowSpeed Vs Jake Paul And Andrew Tate- FACE OFF 🥊😳

⏲ 14 seconds 👁 27.6M

KSI If KFC Closed Down

⏲ 1 minute 6 seconds 👁 393

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 \

Session 17: Deployment of Machine Learning Models in Open RAN Networks

⏲ 4:9 👁 75K

Nadz Mohamed

KSI-IF #KFC CLOSED DOWN

⏲ 5 minutes 4 seconds 👁 619

JJ Olatunji

KSIOlajidebt Plays | KFC Kitchen

⏲ 7 minutes 👁 1.8M

Well, Donald Trump’s hush money trial has finally come to an end after closing arguments were heard by jurors in New York. However, while they listened to both the defense and prosecutors behind closed doors, outside a familiar face took to the bandstand to have his voice heard. Veuer’s Tony Spitz has the details.

Robert De Niro Shows Up to Trump Trial, Slams Former President as Dangerous ‘Clown’ & ’Buffoon’

⏲ 1:59 👁 650K

PureSFX

Epic Trailer Background Music - Full KSI IF KFC CLOSED DOWN Music - Popular Sound Effect

⏲ 1 minute 6 seconds 👁 1.1K

KSI

IF KFC CLOSED DOWN

⏲ 5 minutes 4 seconds 👁 10.4M

Reacher on Amazon Prime is based off the books by Lee Child, with Season 2 adapting the thrilling novel Bad Luck and Trouble. It follows Reacher and Neagley (Maria Sten) as they investigate the murders of two members of their elite special forces unit. But in the run up to Reacher returning to the streaming waves, Ritchson surprised fans with the big news: Season 3 already is in the works. <br/><br/>Alan Ritchson has been active on his social media accounts, sharing images from the set of Reacher Season 3. That is both a vote of confidence for this upcoming season, and a thrill for fans because we won’t have to wait as long to see new episodes once this one has wrapped in January. I got the chance to speak with Ritchson ahead of Reacher Season 2, and as our conversation closed, I asked him which Lee Child book they were going to do for Season 3.

'Reacher's' Alan Ritchson Promises The Season 3 Book Will 'Make People Very Happy,' But Adds A Caveat That Has Me Concerned

⏲ 0:47 👁 65K

Vinnies officially takes over the Mugga Lane and Mitchell resource management centres on Friday.<br/>The Green Shed closed at Mitchell on Wednesday and will close at Mugga Lane at 5pm on Thursday.

Last days of The Green Shed

⏲ 2:25 👁 3.8M

Jurors in Donald Trump's hush money trial finished their first day of closed-door deliberations on Wednesday (May 29) without reaching a verdict that would decide the fate of the only U.S. president to be charged with a crime. - REUTERS

Trump trial jurors finish first day of deliberations

⏲ 1:55 👁 670K

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