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Beautiful Relaxing MusicStop Overthinking, Stress Relief Music, Soothing Music, Calming Music Stress Relief Music,<br/>Soothing Music, Calming Music, Tranquil Sounds, Peaceful Ambiance, Meditation Music, Relaxation Music,<br/>-------------------------------------------------------------<br/>Immerse yourself in the tranquil sounds of \
Beautiful Relaxing MusicStop Overthinking, Stress Relief Music, Soothing Music, Calming Music Stress Relief Music, Soothing Music, Calming Music, Tranquil Sounds, Peaceful Ambiance, Meditation Music, Relaxation Music,
⏲ 7:47 👁 125K
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\"Game of Thrones 2011\" ALL Cast: Then and Now 2022 How They Changed? [11 Years After]
⏲ 8 minutes 55 seconds 👁 2.6M
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First Show Prep with My NEW Horse! II Star Stable Realistic Roleplay
⏲ 9 minutes 59 seconds 👁 6.5K
Caption- Secure University of Manchester's Scholarships with Admissify!Our experts will guide you through every step to secure prestigious merit-based awards for international students. From scholarship essays to interview prep, we help boost your chances. So, don't miss out and book a FREE counselling session now!. The link is in the profile.
Manchester Announces Scholarship for Indian Students
⏲ 0:24 👁 95K
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⏲ 1 minute 19 seconds 👁 1.1K
Pokémon the Series XYZ (Season 19) - 19 Hindi Episodes - Master Class Is in Session! | ChillAndZeal |<br/>Background Credit :- Real Owner <br/> ______________________________________________________ <br/><br/>All video photo and clips credit goes :) Real owner<br/> ************************************************ <br/><br/> Tag - <br/><br/>anime booth,naruto shippuden hindi dub promo,black clover,anime in hindi,anime booth hindi official,black clover anime in hindi,anime in india,black clover anime hindi dubbed,naruto shippuden official promo hindi dubbed| anime booth!,naruto shippuden in hindi,official hindi dubbed anime,black clover anime,anime booth india,black clover in hindi,naruto shippuden hindi dubbed,anime booth hindi,anime hindi,anime booth channel number,anime in hindi dub<br/><br/><br/>COPYRIGHT DISCLAIMER:Under Section 107 of the Copyright Act 1976, allowance is made for \
Pokémon the Series XYZ (Season 19) - 19 Hindi Episodes - Master Class Is in Session! | ChillAndZeal |
⏲ 21:30 👁 435K
Come Outside taster session for Expo Sunderland
Come Outside taster session for Expo Sunderland
⏲ 1:19 👁 3.8M
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
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Topic of the Day
⏲ 2:52 👁 65K
Ben Everitt, Conservative candidate for Milton Keynes North, stumbles over Rishi Sunak’s name and describes the prime minister as \
Tory candidate describes PM as ‘tech bro from another mo'
⏲ 0:34 👁 385K
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 \
Session 14: Introduction to Supervised Machine Learning in Open RAN
⏲ 4:28 👁 40K
Get ready for a heartwarming overload of pure joy!This incredible video captures the adorable bond between a father and his toddler during a playful training session.Forget boring drills! This dad takes a creative approach, transforming playtime into a mini fighter workout.With padded mitts and lighthearted jabs, the toddler throws punches with infectious enthusiasm. <br/><br/>Video ID: WGA329226<br/><br/>All the content on Heartsome is managed by WooGlobe<br/><br/>For licensing and to use this video, please email licensing(at)Wooglobe(dot)com.<br/><br/>►SUBSCRIBE for more Heartsome Videos: <br/><br/>-----------------------<br/>Copyright - #wooglobe #heartsome <br/>#heartwarmingfathersonmoment #adorabletoddlertraining #playfuldadandson #viralvideo #preciousfatherandchildbond #fatherhood #childdevelopment #playtimeactivities #positiveparenting #cantstopwontstop #toocute #familyfun #minime #futurechampion #makingmemories #daddyslittlefighter #preciousmoments #caughtoncamera #familiesofinstagram #loveyoutothemoonandback<br/>
Dad Trains Toddler in Adorable \
⏲ 0:24 👁 255K
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