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Bangladesh's Najmul Hossain Shanto on their win over Sri Lanka at T20 World Cup. Bangladesh chased down Sri Lanka's total of 124 for 9 with 2 wickets and 6 balls remaining.<br/>Grand Prairie Stadium, Texas, USA
Bangladesh's Najmul Hossain Shanto on their win over Sri Lanka at T20 World Cup
⏲ 9:4 👁 80K
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
Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.
2024 Ford Pro E-Transit Custom Limited in Aqua Blue Driving Video
⏲ 2:3 👁 765K
BANGLADESH VS SRILANKA ICC T20 WORLD CUP FULL MATCH HIGHLIGHTS
BANGLADESH VS SRILANKA ICC T20 WORLD CUP FULL MATCH HIGHLIGHTS
⏲ 9:30 👁 165K
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⏲ 0:22 👁 115K
For almost 50 years now, the BMW 3 Series has represented the core of the BMW brand. It epitomises sporty driving pleasure in the premium midsize class and has made significant contributions to design, driving dynamics and technological innovations in this segment time and again across what is now seven model generations. The character of the current-generation BMW 3 Series has likewise provided a case study in unwavering progress at work. The extensive revisions already introduced for model year 2022 in the areas of design, powertrain, digitalisation and equipment will now be followed up with a fresh package of updates that take the cars’ visual appeal and cutting-edge modernity to new levels. New high-voltage batteries increase the electric range of the plug-in-hybrid models to a maximum 101 kilometres (63 miles) in the WLTP cycle. New chassis tuning further enhances the balance between sporting potency and comfort. And when it comes to digitalisation in the new BMW 3 Series Sedan and new BMW 3 Series Touring, BMW Operating System 8.5 provides the basis for extremely intuitive and comfortable operation – via the upgraded BMW iDrive with QuickSelect – and for extended navigation functions including Augmented View.<br/><br/>These new technological advances are accompanied by precise design modifications for the exterior and interior. New exterior paint finishes and light-alloy wheels accentuate the aura of sporting elegance radiated by the Sedan and Touring. In the interior, the newly designed steering wheels and instrument panel, plus sophisticated equipment features such as the CraftedClarity glass applications, deliver driving pleasure in an ambience of premium modernity.<br/><br/>The new BMW 3 Series Sedan and new BMW 3 Series Touring will be launched worldwide with a production phase-in in July 2024. Both models will be built at BMW Group Plant Munich. The BMW 3 Series Sedan will also be produced at BMW Group Plant San Luis Potosí in Mexico. The new BMW 3 Series Sedan for the Chinese market will be produced at the Tiexi plant in Shenyang operated by the joint venture BMW Brilliance Automotive (BBA).
The new BMW 330e Touring Design Preview
⏲ 2:26 👁 365K
Sri Lanka batting coach Thilina Kandambi previews ICC T20 World Cup clash with Bangladesh<br/>Grand Prairie Stadium, Dallas, Texas, USA
Sri Lanka's Thilina Kandambi previews ICC T20 World Cup clash with Bangladesh
⏲ 6:50 👁 65K
Sri Lanka's Nuwan Thusara and Mahinda Halangode react to their T20 World Cup defeat to Bangladesh. Bangladesh chased down Sri Lanka's total of 124 for 9 with 2 wickets and 6 balls remaining.<br/>Grand Prairie Stadium, Texas, USA
Sri Lanka's Nuwan Thusara and Mahinda Halangode react to their T20 World Cup defeat to Bangladesh
⏲ 9:40 👁 120K
Mixed cutEP3 Mated to my lycan king drama miniseries revenge relationship movie tvshow love
【Mixed cut】EP3 Mated to my lycan king #drama #miniseries #revenge #relationship #movie #tvshow #love
⏲ 1:0 👁 125K
Investors who witnessed the meteoric rise coinciding with the Model Y launch in early 2020 have largely held on despite the recent downturn. Out of 32 analysts, 9 recommend buying Tesla, 14 hold neutral ratings, and only 9 recommend selling, according to TipRanks.
Cult Of Tesla Crumbling: Early 'Die-Hard' Backers Bail As Musk's EV Empire Faces Reality Check Amid Stock Slump
⏲ 0:54 👁 545K
Follow this autobiography where Pharrell Williams shows his imaginative and creative process using Lego, as he constructs Lego models representing his artistic development. Each build reflects a different creative milestone.
Piece by Piece Trailer #1 (2024 Movie) Morgan Neville, Kendrick Lamar
⏲ 2:37 👁 410K
Stefan Molyneux joins Ryan in a deep dive on peaceful parenting, exploring the power dynamics and moral philosophy often overlooked in parent-child relationships. Discussing the shift from physical to verbal abuse, they touch on societal impacts and insufficiencies in positive role models. Stefan challenges beliefs on discipline and addresses the importance of self-reflection for parents to nurture empathy in children. The conversation outlines the pillars of peaceful parenting and emphasizes the transmission of ethical values amidst societal influences. Stefan advocates for peaceful parenting as a solution to societal dysfunctions, critiquing reliance on violence in child-rearing, and underscores the need for secular ethics to uphold universal moral standards. Calling for a shift towards peaceful parenting for societal transformation, Stefan highlights its potential to cultivate harmonious communities grounded in peace and voluntary interactions.<br/><br/>Join the PREMIUM philosophy community on the web for free!<br/><br/>NOW AVAILABLE FOR SUBSCRIBERS: MY NEW BOOK 'PEACEFUL PARENTING' - AND THE INTERACTIVE PEACEFUL PARENTING AI AND AUDIOBOOK!<br/><br/>Also get the Truth About the French Revolution, the interactive multi-lingual philosophy AI trained on thousands of hours of my material, private livestreams, premium call in shows, the 22 Part History of Philosophers series and much more!<br/><br/>See you soon!<br/><br/>https://freedomain.locals.com/support/promo/UPB2022
Peaceful Parenting Interview
⏲ 50:53 👁 265K
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