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NASCAR may be in Phoenix for its Cup Series Championship but, during the proceedings, there will be vibes similar to the galaxy far, far away, thanks to Bubba Wallace and Columbia. Wallace will take to the track in a custom-wrapped car made to look like the iconic X-Wing, which (as those who've watched the \
⏲ 1:14 👁 670K
Fantasy Folklore
⏲ 11 minutes 36 seconds 👁 13.4K
The Star Wars Galaxy
⏲ 22 minutes 27 seconds 👁 14.8K
One in four city-dwelling kids have never seen a deer or bird of prey, according to a survey.<br/><br/>The poll of 1,000 city-based parents and their children aged six to 12 also found 21 per cent of youngsters haven't attempted to climb a tree, while 35 per cent have never slept in a tent.<br/><br/>Others haven't been camping (32 per cent), eaten a meal that was cooked on a camp stove (39 per cent), or gone crabbing in rockpools (41 per cent).<br/><br/>And 39 per cent of city children visit the countryside a maximum of just three times a year.<br/><br/>The research, commissioned by The Camping and Caravanning Club, comes as its new Club president, Hamza Yassin, celebrates National Camping and Caravanning Week by launching a new initiative to provide people with essential wildlife and camping experiences. <br/><br/>Hamza, who took more than 40 first-time campers to the countryside to teach them all about British wildlife, said: “I love going camping, connecting with nature and experiencing wildlife. <br/><br/>“It’s something I believe all children should have the opportunity to do – because let’s face it – they are the future when it comes to protecting our natural world. <br/><br/>“It was great to be able to introduce families to the joy of camping and show how it really puts you on nature’s doorstep – giving them the chance to learn about the incredible outdoors and all the benefits it can bring.” <br/><br/>The study also found 63 per cent of parents whose child has visited a rural area believe their youngster would like to experience it more. <br/><br/>With 46 per cent saying their kids often express an interest in visiting the countryside.<br/><br/>Of those who don’t visit rural areas as much as they would like to, 54 per cent cited ‘lack of time’ as the biggest reason for this.<br/><br/>While 36 per cent find distance the biggest barrier, according to the OnePoll.com data.<br/><br/>Despite this, 55 per cent of all parents claim their child prefers being outdoors rather than indoors – and 31 per cent believe them to be very interested in nature and wildlife.<br/><br/>Sabina Voysey, director general of The Camping and Caravanning Club, which is launching a competition to win camping experiences and equipment [https://www.campingandcaravanningclub.co.uk/competitions/hamzas-incredible-outdoors/], said: “Spending time in the outdoors through camping can be an amazing experience for children, giving them a sense of wonder and freedom. <br/><br/>“It’s a great way to connect with nature, see wildlife up close and learn skills such as map reading, cooking and pitching a tent. It’s beneficial in so many ways.<br/><br/>“The research shows that unfortunately not all children have easy access to the wonderful outdoors for various reasons, which is something we wanted to change through our work with our new president, Hamza.”<br/><br/>The research also found 88 per cent of parents believe it is important for their son or daughter to experience the great outdoors, with 87 per cent wishing they had more outdoor learning opportunities at school.
⏲ 2:6 👁 1.3M
Magiantasia Films
⏲ 3 minutes 2 seconds 👁 4.9K
The Stupendous Wave
⏲ 11 minutes 16 seconds 👁 338.9K
The White Olive Tree Saison 1 -(EN) from anakin skywalker family tree
⏲ 1:42 👁 90K
Filmey Box
⏲ 4 minutes 44 seconds 👁 158.1K
☆SandraGacha☆
⏲ 10 minutes 2 seconds 👁 149.4K
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 \
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Smasher
⏲ 6 minutes 28 seconds 👁 5.6M
Stan Lee Presents
⏲ 24 minutes 14 seconds 👁 2.4M
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