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Session 14: Introduction to Supervised Machine Learning in Open RAN
⏲ 4:28 👁 40K
Garten of Banban 7 FULL Gameplay
⏲ 1:11:55 👁 70K
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⏲ 2:57 👁 40K
California's 14,000+ Acre Wildfire 'Eye-Opening' Says Official. 'There Are No Rules Anymore.'
⏲ 0:36 👁 20.7M
Indian veterinarian treats birds caught in scorching heatwave
⏲ 1:12 👁 3.2M
Denmark vs Sweden 2-1 Highlights & All Goals 2024
⏲ 8:37 👁 40K
Guild Wars 2 : Janthir Wilds - Expansion Announcement
⏲ 1:46 👁 35K
Lahore Me Shadeed Garmi Lekin Traffic Warden Apni Duty Par Maujood - Kaise Heat Stroke Se Larte Hai?
⏲ 10:38 👁 45K
Ministry assures action to be taken against parties involved in heat stroke case in Ampang school
⏲ 1:47 👁 6.5M
Borussia Dortmund vs Real Madrid 0 x 2 Extended HIGHLIGHTS UCL FINAL 2024
⏲ 8:32 👁 505K
Luxembourg vs France 0-3 All Goals Highlights - 2024
⏲ 8:50 👁 35K
DYNASTY WARRIORS : ORIGINS - Announcement Trailer
⏲ 1:21 👁 30K
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_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 \")
_garten-of-banban-7-full-gameplay.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Garten of Banban 7 FULL Gameplay<br/>Explore the levels of Banban Kindergarten which are inhabited by many monsters. Save yourself from the scary things below because now you are completely alone. Discover the truth behind the place, and discover the whereabouts of your missing child…<br/>Survive the monster-infested Banban Kindergarten levels:<br/>After the last incident, you were separated from your friends. Delve deeper into the mysterious place that is Banban Kindergarten. You are now truly alone and the future of everything depends on you.<br/>There are no more friends to invite...<br/>You've run out of friends to be friends with. From now on, you only meet new enemies who will make sure you never feel alone! In Banban Kindergarten, there are enemies to make in every corner... and pocket!<br/>")
_92.webp "\")
_california39s-14000-acre-wildfire-39eye-opening39-says-official-39there-are-no-rules-anymore-39.webp "The Corral Fire in Northern California exploded over the weekend, burning over 14,000 acres and prompting evacuations. While wildfires are common in California, officials are worried about a fire this size so early in the traditional \")
_indian-veterinarian-treats-birds-caught-in-scorching-heatwave.webp "A veterinarian at a birds hospital in New Delhi, India said on Friday (May 31) he was treating birds for what he said were cases of heat stroke, as northern Indian sears amidst a severe heat wave. <br/><br/>WATCH MORE: https://thestartv.com/c/news<br/>SUBSCRIBE: https://cutt.ly/TheStar<br/>LIKE: https://fb.com/TheStarOnline")
_denmark-vs-sweden-2-1-highlights-amp-all-goals-2024.webp "Denmark vs Sweden 2-1 Highlights & All Goals 2024")
_guild-wars-2-janthir-wilds-expansion-announcement.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>Guild Wars 2 : Janthir Wilds - Expansion Announcement<br/>Guild Wars 2: Janthir Wilds™ is the latest Guild Wars 2 expansion.<br/>As the wayfinder and their allies battled the Kryptis, the leaders of Tyria were quietly working to form the Tyrian Alliance. Now it is time to introduce the Wizard’s Court and the Astral Ward to the world and strengthen the different nations. Begin a risky expedition in search of support in the treacherous Janthir wilds, where hidden secrets and malevolent creatures lie in wait for your arrival.<br/><br/>The story, features, and new challenges—such as raid encounters—of Guild Wars 2: Janthir Wilds™ will unfold gradually through multiple installments, offering frequent and fresh content upon release and in subsequent updates.")
_lahore-me-shadeed-garmi-lekin-traffic-warden-apni-duty-par-maujood-kaise-heat-stroke-se-larte-hai.webp "Lahore Me Shadeed Garmi Lekin Traffic Warden Apni Duty Par Maujood - Kaise Heat Stroke Se Larte Hai?<br/>#HeatStroke #LahoreWeather #HotWeather #HeatWaves #HeatWaveSeason #WeatherUpdate #TrafficWarden #Lahore")
_ministry-assures-action-to-be-taken-against-parties-involved-in-heat-stroke-case-in-ampang-school.webp "After attending an event in Kuala Lumpur on Saturday (June 1), Education Minister Fadhlina Sidek told reporters that the ministry would take necessary action against those involved in a case where a Year Five pupil of a school Ampang suffered heat stroke after he was punished and ordered to stand in the sun at a field.<br/><br/>WATCH MORE: https://thestartv.com/c/news<br/>SUBSCRIBE: https://cutt.ly/TheStar<br/>LIKE: https://fb.com/TheStarOnline")
_borussia-dortmund-vs-real-madrid-0-x-2-extended-highlights-ucl-final-2024.webp "Borussia Dortmund vs Real Madrid 0 x 2 Extended HIGHLIGHTS UCL FINAL 2024")
_luxembourg-vs-france-0-3-all-goals-highlights-2024.webp "Luxembourg vs France 0-3 All Goals Highlights - 2024")
_dynasty-warriors-origins-announcement-trailer.webp "Website Download Game : https://gamersz18.blogspot.com<br/><br/>DYNASTY WARRIORS : ORIGINS - Announcement Trailer<br/>Fueled by exhilarating 1 vs. 1,000 action and the rush of massive armies, DYNASTY WARRIORS: ORIGINS delivers an unrivaled sense of realism to the battlefield!<br/>A nameless hero conquers the turbulent and chaotic Three Kingdoms alongside legendary figures in the latest entry of the DYNASTY WARRIORS series.<br/>■The most exhilarating action in the series’ history<br/>Tension-filled battlefields where you are challenged by a massive, endless army as far as the eye can see. How will you face the onslaught of enemies? In addition to your own military prowess, you can fight in tandem with your allies’ armies in tactical battles unique to the DYNASTY WARRIORS franchise and experience the most exhilarating action in series’ history.<br/>■A new Three Kingdoms from the perspective of an original protagonist<br/>The Three Kingdoms story is set in the vast Chinese continent, where beliefs of heroes intersect. See how this magnificent and alluring world is newly depicted through the eyes of the original protagonist, a “nameless hero”.<br/><br/>Note: Screens are taken from an in-development build. Final product may differ from actual shown footage.<br/>Note: Controller support details will be updated in the future.")
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