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_92.webp "\")
_92.webp "\")
_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 \")
_92.webp "Description:<br/>In Episode 6 of \")
_time-lapse-from-space-of-huge-tornado-on-sun-captured.webp "NASA's Solar Dynamics Observatory captured a massive 'tornado' on the sun in multiple wavelengths. Unlike the Earth, \")
_bear-survives-hard-fall-from-tree-after-being-tranquilized-in-utah.webp "A black bear who had ventured into a Salt Lake City neighborhood from the nearby mountains took a 15-foot tumble from a tree Wednesday morning after it was tranquilized by wildlife officials, who were unable to provide it a soft landing.The 2-year-old male black bear perched above the tree-lined streets at the base of Utah's Capitol Hill took a hard fall onto the road below but survived. The state's Division of Wildlife Resources released the bear later Wednesday into a more ideal habitat in the mountains after the agency said it passed multiple health evaluations.The young bear's urban adventure was cut short after wildlife officials shot it with tranquilizer darts, causing it to slip and fall on its climb down the tree, spokesperson Scott Root said. They had been working to set up a bucket truck beneath the tree to break its fall but could not secure it in time.Crews loaded the bear into a tube-like cage, administered a fast-acting drug to reverse the effects of the tranquilizers and tagged its ear to track its location.Residents had gathered just a few blocks north of downtown to watch officials capture the animal, and many winced as it hit the ground. Bears are resilient creatures and have recovered from falls in the few past instances where local officials were unable to catch them, Root said.Black bears — the only bear species found in Utah — typically come out of hibernation in mid-March, but they are rarely spotted in the capital city despite its close proximity to the mountains, he said.The bear, Root said, could have been searching for food and water away from the dry foothills or was pushed out of its territory by a larger male bear.")
_you-belong-with-me-full-movie-kim-channel.webp "You Belong With Me - Full Movie")
_pregnant-by-my-ex39s-dad-part-full-movie-kim-channel.webp "Pregnant by My Ex's Dad Part Full Movie#DRAMA #SHORTDRAMA #DRAMASHORT#DRAMA #DRAMA")
_multiple-wavelengths-of-sun-blasts-x1-2-class-solar-flare.webp "Sunspot AR3256 erupted with an X1.2-class solar flare.<br/>NASA's Solar Dynamics Observatory captured the fireworks in multiple wavelengths.<br/><br/>Credit: Space.com | footage courtesy: NASA/SDO | edited by Steve Spaleta")
_300-meter-walls-around-cities-to-control-mankind-series-explained-in-hindi-amp-urdu-legend-mehar.webp "300 Meter Walls Around Cities To Control Mankind Series Explained in Hindi & Urdu Legend Mehar<br/><br/>@Legendmehar2 : https://www.youtube.com/channel/UCQzvZlhl-zV8p4i5CrUqpqg :<br/>@ytshorts0.02 : https://www.youtube.com/@ytshorts0.02<br/>@decentmeharg4477:<br/> https://www.youtube.com/@decentmeharg4477<br/><br/><br/>\")
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_92.webp "\")
_otd-in-space-june-2-first-american-spacecraft-on-the-moon.webp "On June 2, 1966, NASA's Surveyor 1 landed on the lunar surface to become the first American spacecraft to land on the moon. <br/><br/>Surveyor 1 took more than 11,000 photos of the moon along with other measurements, but, more importantly, proved that NASA's soft-landing technique and spacecraft designs were sound. NASA scientists thought that the landing of a space probe would’ve taken many tries, but were surprised by its success on the first. This came as a delightful shock as only four months earlier, the Soviet Union ultimately reached a successful landing of their Luna 9 probe after multiple failed attempts. The mission set the stage for the first manned lunar landing by Apollo 11 just three years later in 1969.")
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