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_dfi-commits-to-funding-strabane-footbridge-after-costs-riseto-10-4m.webp "DfI commits to funding Strabane footbridge after costs rise to £10.4m")
_deb-fischer-highlights-correlation-between-rising-traffic-fatalities-with-drop-in-law-enforcement.webp "During a Senate Commerce Committee hearing last week, Sen. Deb Fischer (R-NE) questioned witnesses about roadway safety.<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/><br/>Stay Connected<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")
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_podcast-deal-mum-hits-out-at-london39s-great-ormond-street-hospital-after-receiving-an-appointment-letter-for-her-dead-s.webp "<p>A mum from Deal has hit out at a London hospital after receiving a letter booking her son in for an appointment - more than a year after he died.</p><p>Imogen Holliday was sent an email inviting three-year-old Raffy for a visit to Great Ormond Street</a> exactly 14 months after he'd passed away there.</p><p>Also in today's podcast, a leading Kent charity is calling on whoever forms the next government to ban so-called no-fault evictions.</p><p>It was part of the renters reform bill that was going through parliament before the election was called. We've been speaking to Canterbury based Porchlight</a>.</p><p>A business owner in Rainham says a new red route along the high street is turning customers away.</p><p>The introduction of the double red lines along the A2 was meant to help enforce existing traffic restrictions</a> and tackle congestion. Find out what one trader's had to say and the response from the local council.</p><p>A Kent veteran who landed on the beaches of Normandy on D Day is returning there this week to mark the 80th anniversary.</p><p>Peter Smoothy from Herne Bay was one of 156,000 allied servicemen who took part in the invasion. He'll travel to Normandy thanks to the Taxi Charity which is run by London black cab drivers. Hear from Micky Harris from Longfield who's one of them.</p><p>And in sport</a>, it was a mixed weekend for Kent after two games in the T20 Blast.</p><p>The Spitfires beat Middlesex away from home on Friday night, but lost to Hampshire Hawks yesterday.</p>")
_50-cent-fares-for-public-transport-in-queensland-in-six-month-trial.webp "Public transportation fares for trains, buses, and ferries are set to significantly decrease, with a temporary reduction to just fifty cents. This fare reduction will last for six months and is part of a series of cost-of-living measures introduced by the Premier, who also aims to reduce traffic congestion. However, the opposition criticizes the timing of this initiative, suggesting it is a strategic move to gain favor with voters ahead of the upcoming state election. James Kelly provides further insights into the implications of this fare reduction and the political debate surrounding it.")
_suspect-in-makati-road-rage-arrested.webp "Suspect in Makati road rage arrested<br/><br/>Gerard Raymond Talusan Yu, the suspect in a shooting incident on the southbound lane of the Edsa-Ayala tunnel in Makati City on May 28, 2024, is presented to the media at the national headquarters of the Philippine National Police (PNP) in Camp Crame, Quezon City on May 29. Local Government Secretary Benhur Abalos, together with Police Maj. Gen. Rommel Francisco Marbil and National Capital Region Police Office (NCRPO) Chief Jose Melencio Corpus Nartatez Jr., said a murder case will be filed against Yu after he shot dead the driver of another vehicle during a traffic altercation.<br/><br/>Video by John Orven Verdote<br/><br/>Subscribe to The Manila Times Channel - https://tmt.ph/YTSubscribe <br/><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/>Stitcher: https://tmt.ph/stitcher<br/>Tune In: https://tmt.ph/tunein<br/><br/>#TheManilaTimes<br/>#tmtnews<br/>#roadrage <br/>#makati")
_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 \")
_truck-na-may-kargang-beer-nadisgrasya-bahagyang-nagdulot-ng-traffic-124-bt.webp "Ang mga alak, mula sa nadisgrasyang truck ng beer sa bypass road!<br/><br/><br/>Balitanghali is the daily noontime newscast of GTV anchored by Raffy Tima and Connie Sison. It airs Mondays to Fridays at 10:30 AM (PHL Time). For more videos from Balitanghali, visit http://www.gmanews.tv/balitanghali.<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")
_hundreds-of-farmers-swarm-perth-roads-with-trucks-to-protest-albanese-governments-live-export-ban.webp "Farmers have been driving their trucks and tractors into Perth today to protest against federal government to end the liver sheep export trade.")
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_tesla-recalls-vehicles-over-faulty-seat-belt-warning-system.webp "Tesla Recalls Vehicles , Over Faulty Seat Belt Warning System.<br/>Over 125,000 Tesla vehicles are being recalled in the U.S., the National Highway Traffic Safety Administration (NHTSA) said on May 31.<br/>The recall is due to a seat belt warning <br/>system malfunction, NBC News reports. .<br/>Some vehicles failed to flash <br/>warning lights or make noise when a <br/>driver didn't buckle up, the regulator said. .<br/>The following vehicles <br/>are affected by the recall:.<br/>2012-2024 Model S, 2015-2024 Model X, 2017-2023 Model 3 and 2020-2023 Model Y. .<br/>An over-the-air software update will be released by Tesla in June to fix the issue.<br/>Tesla recalled another 200,000 vehicles in January over a software malfunction that could impede drivers' visibility when reversing.<br/>Almost 4,000 Cybertrucks were also recalled in April over a faulty accelerator pedal pad.<br/>Last month, auto safety regulators <br/>launched an investigation to determine <br/>whether Tesla's December recall of <br/>over 2 million vehicles was adequate.<br/>The recall was to implement new Autopilot safeguards following a string of crashes.")
_drunk-football-supporter-wields-traffic-cone-at-wall-of-police.webp "Shocking bodycam footage shows the moment a drunk football supporter wielded a traffic cone at a wall of police.")
_intense-night-of-severe-weather-across-northern-denver.webp "Incredible amounts of hail piled up half a foot deep in places, with drifts exceeding a foot, bringing traffic to a standstill and sending motorists scurrying for cover anywhere they could find it across northern Denver on May 30.")
_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 \")
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