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Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!
⏲ 1:54 👁 505K
CyYu Music (We.B)
⏲ 4 minutes 46 seconds 👁 254.4K
Matthew Soffler
⏲ 5 minutes 48 seconds 👁 25
A Beauty's Plan -EP 13 English SUB
⏲ 12:21 👁 310K
Paramount Pictures
⏲ 21 seconds 👁 4.4M
blackblur7
⏲ 4 minutes 35 seconds 👁 9M
Is your puppy growling when playing? We break down what this could mean
⏲ 2:30 👁 1.5M
NateWantsToBattIe
⏲ 4 minutes 28 seconds 👁 819K
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 \
⏲ 4:9 👁 75K
Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!
⏲ 1:50 👁 75K
In the final seconds of the 1994 playoff series between the Denver Nuggets and the Seattle Supersonics, there were only two possibilities: a miracle or a miracle. Either the Sonics would pull off a miraculous, last-second comeback, or the Nuggets would pull off a miraculous upset unprecedented in NBA playoff history. Before we see which miracle won the day, we should meet this western conference superpower and this scrappy underdog, and all the characters therein. Let's rewind.
⏲ 13:33 👁 135K
Tips on how to teach your children to ride a bike.
⏲ 8:57 👁 70K
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