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_session-14-introduction-to-supervised-machine-learning-in-open-ran.webp "Welcome to Session 14 of our Open RAN series! In this session, we'll introduce supervised machine learning and its application in designing intelligent systems for Open RAN.<br/><br/><br/>Understanding Supervised Machine Learning:<br/>Supervised machine learning is a type of machine learning where the algorithm learns from labeled data. It involves training a model on a dataset that contains input-output pairs, where the input is the data and the output is the corresponding label or target variable. The algorithm learns to map inputs to outputs by finding patterns in the data. In Open RAN, supervised learning can be used for tasks such as predicting network performance based on historical data.<br/><br/>Types of Supervised Machine Learning:<br/>There are two main types of supervised machine learning: classification and regression. In classification, the algorithm learns to categorize data into predefined classes or categories. For example, it can classify network traffic into different application types (e.g., video streaming, web browsing). Regression, on the other hand, involves predicting continuous values or quantities. It is used when the output variable is a real or continuous value, such as predicting the signal strength of a network connection.<br/><br/>Binary and Multi-Class Classification:<br/>Binary classification involves categorizing data into two classes or categories. For example, it can be used to classify network traffic as either malicious or benign. Multi-class classification, on the other hand, involves categorizing data into more than two classes. It can be used to classify network traffic into multiple application types (e.g., video streaming, social media, email).<br/><br/>Regression in Machine Learning:<br/>Regression is a supervised learning technique used for predicting continuous values or quantities. It involves fitting a mathematical model to the data, which can then be used to make predictions. In Open RAN, regression can be used for tasks such as predicting network latency, throughput, or coverage based on various input variables such as network parameters, traffic patterns, and environmental conditions.<br/><br/>Subscribe to \")
_numberblocks-halloween-124-where-did-all-the-numberblocks-go-124-learn-to-count.webp "Numberblocks")
⏲ 4 minutes 36 seconds 👁 3.4M
_step-squad-to-the-rescue-compilation-124-learn-to-count-124-maths-cartoons-for-kids-124-numberblocks.webp "Numberblocks")
⏲ 18 minutes 10 seconds 👁 2.1M
_the-king-and-queen-attend-opening-of-education-centre.webp "The King and Queen attended the official opening of the Winston Churchill Education and Learning Centre, on the site of the British Normandy Memorial in France. The new building houses two educational exhibition galleries telling the stories of those who fought on D-Day and in the Battle of Normandy, curated by the Royal British Legion.Report by Kennedyl. Like us on Facebook at http://www.facebook.com/itn and follow us on Twitter at http://twitter.com/itn")
_pattern-palace-can-mario-and-numberblocks-1-beat-giant-zombie-numberblocks-maze-2-124-game-animation.webp "8Bit Animation")
⏲ 2 hours 1 minute 20 seconds 👁 125.1K
_pattern-palace-what-if-numberblocks-baby-help-super-mario-bros-124-game-animation.webp "GM Animation")
⏲ 34 minutes 25 seconds 👁 60K
_ukraine-president-volodymyr-zelenskyy-visits-malacaang.webp "President Ferdinand R. Marcos Jr. meets Ukraine President Volodymyr Zelenskyy during a courtesy call at the Malacañang Palace on Monday, June 03.<br/><br/>Zelenskyy arrived in Manila on Sunday evening. Like Marcos, he was at the 21st International Institute for Strategic Studies (IISS) Shangri-La Dialogue in Singapore last week.<br/><br/>READ: https://mb.com.ph/.../6/3/marcos-zelenskyy-meet-in-malacanan<br/><br/>Subscribe to the Manila Bulletin Online channel! - https://www.youtube.com/TheManilaBulletin<br/><br/>Visit our website at http://mb.com.ph<br/>Facebook: https://www.facebook.com/manilabulletin <br/>Twitter: https://www.twitter.com/manila_bulletin<br/>Instagram: https://instagram.com/manilabulletin<br/>Tiktok: https://www.tiktok.com/@manilabulletin<br/><br/>#ManilaBulletinOnline<br/>#ManilaBulletin<br/>#LatestNews<br/>")
_rainbow-hide-and-seek124-spot-numberblock-7-half-term-fun-124-learn-to-count-124-numberblocks.webp "Numberblocks")
⏲ 40 minutes 20 seconds 👁 164.5K
_five39s-handy-shop-124-series-6-episode-124-learn-to-count-124-numberblocks.webp "Numberblocks")
_gold-palace-124-barat-124-shoot-124-digimixstudios.webp "Contact:<br/> 03004334101<br/> 03214334101<br/> 03334334101 <br/>#theweddingdiaries #beautifulsmile #4kVideo #candidphotoshoot #happylife #photography #digimixstudios #makeup #marriage #love #traditional #celebrations #happiness #memorableday #walima #barat #mehndi #nikkah #weddingday #bridalshower #birthdays #babyshower #weddingphotography #fashion #bride #photographyislife #digitalphotography #weddingphotography #capture #DslrVideo #mirrorlesscamera")
_michael-olise-and-jean-philippe-mateta-in-france-squad-for-olympics-as-arsenal-and-chelsea-stars-overlooked.webp "Crystal Palace duo Michael Olise and Jean-Philippe Mateta were today named in the France squad for the Olympics.The men’s football at the Paris Games runs from July 24 to August 10 and finishes the week before the new Premier League campaign gets underway, so their call ups are a blow to Palace’s plans for next season.")
⏲ 0:49 👁 4.1M
_england-fans-marvel-at-trent-alexander-arnold39s-39unreal39-goal-in-the-three-lions-3-0-win-over-bosnia.webp "Trent Alexander-Arnold has been hailed by fans for his exquisite volley in England's 3-0 win over Bosnia, with some claiming he made a good case to start at the Euros later this month. <br/><br/>The Liverpool star took his tally for the national team to three on Monday night with a superb effort from a tight angle. His goal doubled the advantage of Gareth Southgate's side at St James' Park after Cole Palmer had opened the scoring on the hour. <br/><br/>Harry Kane came off the bench to score his 63rd international goal on his 90th cap, but the Reds defender - making his sixth consecutive appearance for England in midfield - grabbed the headlines. <br/><br/>The 25-year-old drifted into space on the right flank and unleashed a pinpoint effort after a deft cross from Jack Grealish. <br/><br/>'The technique on that. What a goal from Trent. Outrageous.' Wrote one fan on X, formerly Twitter. <br/><br/>Another said: 'Lovely finish, that.' A third commented: 'Trent Alexander-Arnold makes it 2-0 to England with an UNREAL finish. RB, CM… this guy can do it all. What a goal to seal the match.'<br/><br/>To add further intrigue to Alexander-Arnold's display, his goal came after he had moved to his more familiar right-back position following a flurry of changes by the England manager. <br/><br/>The Reds man appears to be one of several players vying for the midfield position alongside Declan Rice at the European Championships. <br/><br/>Chelsea's Conor Gallagher, who started beside him on Monday night, and Manchester United's Kobbie Mainoo and his Anfield team-mate Curtis Jones are other names in the frame. <br/><br/>Crystal Palace youngster Adam Wharton, who came on for his England debut, is also being considered, while the Premier League Player of the Year Phil Foden is also more than capable of playing in a deeper midfield role. <br/><br/>Alexander-Arnold certainly did his chances of making the final 26-man squad or indeed the starting XI for the Three Lions tournament opener on June 16 but viewers still believe his best position is in defense. <br/><br/>'What a finish Trent! He's better at RB for us than midfield it seems. Been way more involved and bagged a goal!'<br/><br/>Another, remarking on his overall display, wrote: 'Trent Alexander-Arnold capping off what has been an excellent performance with a very tidy goal. Some audition this has been for a starting spot.'<br/><br/>Following the win, Southgate admitted that he had some 'difficult decisions' to make ahead of the seven-man cut on Friday. <br/><br/>'It is a decision where we understand the significance for all of the players. So we are giving it the respect and consideration it deserves to make fair, right decisions.<br/><br/>‘Of course, it is always going to be subjective and we have to balance what we need in every area of the pitch as well so that is the added complication.<br/><br/>'It is not just getting the best individuals in, there is a positional element to that as well. But we have really good options and we came through the game without any physical issues.'")
England Fans Marvel at Trent Alexander-Arnold's 'UNREAL' Goal in the Three Lions 3-0 Win Over Bosnia
⏲ 1:4 👁 275K
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