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_making-soap.webp "In December of 2012, I underwent liposuction to make my thesis art piece. I used my body as my medium. Fresh liposuction fat turns rancid, so I decided to convert it into soap. nnThis is a documentation of the surgery, the soap-making, and the application of the soap to my body. As a gay man, I wanted to convert something that is regarded as dirty pr shameful into something luxurious, healthful and potentially healing. As a performance artist, this seemed to me like a chance to bring the commodi")
_last-to-fall-off-tree-wins-3610000.webp "Carter Sharer")
_will-beach-kill-a-tree-124-how-to-kill-a-tree.webp "Backyardables")
_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 \")
_hold-on-fastest-sail-ever-on-ruby-rose-2.webp "Sailing Ruby Rose")
_dollar-tree-haul-worthy-finds-too-good-to-pass-up-new-name-brands-amp-never-seen-before-arrivals.webp "She So CraftDee")
⏲ 21 minutes 13 seconds 👁 11.8K
_92.webp "\")
_drought-resistant-trees-124-tree-vlog-15.webp "Van den Berk Nurseries")
_bbc-culture-the-100-greatest-american-films.webp "This amazing video produced and made by BBC. (http://www.bbc.com/culture/story/20150720-greatest-us-films-an-a-z-analysis)nnhttp://www.sinefesto.com/sinema-tarihinin-en-iyi-100-amerikan-filmi.htmlnnThe 100 greatest American filmsn100. Ace in the Hole (Billy Wilder, 1951)n99. 12 Years a Slave (Steve McQueen, 2013)n98. Heaven’s Gate (Michael Cimino, 1980)n97. Gone With the Wind (Victor Fleming, 1939)n96. The Dark Knight (Christopher Nolan, 2008)n95. Duck Soup (Leo McCarey, 1933)n94. 25th Hour (S")
_tree-falls-during-heavy-storm-at-ambank-in-taman-kinrara-puchong.webp "A large tree has fallen near the parking lots in front of the AmBank in Taman Kinrara, Puchong, after heavy rain in the area. — Video via social media")
_another-tree-falls-in-taman-kinrara.webp "Heavy rain and storm led to another tree collapse, this time in Taman Kinrara, Puchong on Monday (May 27) evening.<br/><br/>Seven cars were damaged, no casualties were reported in the incident.<br/><br/>Read more athttps://tinyurl.com/y48ke456<br/><br/>WATCH MORE: https://thestartv.com/c/news<br/>SUBSCRIBE: https://cutt.ly/TheStar<br/>LIKE: https://fb.com/TheStarOnline")
_nature39s-lament.webp "“Two things are infinite: the universe and human stupidity; and I'm not sure about the universe.” n― Albert EinsteinnnHumans have been encroaching upon nature since the beginning of our existence.However, a recent rash of vandalism, overcrowding and outright stupidity in our parks and natural areas have caused senseless and permanent damage to some of our most beautiful locations.Vandals have graffitied places like Bonsai Rock in Lake Tahoe, a woman calling herself an artist painted on")
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