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France will donate surplus Mirage 2000-5 fighter jets to Ukraine, President Macron announced on the D-Day anniversary. The air-to-air jets could provide a couple dozen reinforcements as Ukraine's air force rebuilds after heavy losses. The move fulfills Zelensky's request amid Russia's eastern offensive, though Western F-16s for Ukraine still hang in limbo. It may take time to train Ukrainian pilots on the French jets. <br/> <br/>#France #Mirage2000 #FranceFighterjets #Ukraine #EmmanuelMacron #Zelensky #VolodymyrZelensky #Putin #Ukrainewar #Ukrainelive #Worldnews #Oneindia #Oneindianews <br/>~HT.178~ED.101~GR.125~

France's Mirage Fighter Jets Headed to Ukraine: Zelensky Gets Reinforcements Amid Kharkiv Offensive

⏲ 3:1 👁 555K

Geoff Marshall

Mark Noad's Alternative Tube Map

⏲ 3 minutes 49 seconds 👁 7.2K

Jay Foreman

Why is North up?

⏲ 9 minutes 57 seconds 👁 1.2M

Data from NASA's Stratospheric Observatory for Infrared Astronomy (SOFIA) was used to create a water distribution map of the area near the moon's south pole. <br/><br/>Credit: NASA's Goddard Space Flight Center Scientific Visualization Studio/Ernie Wright | edited by Space.com's Steve Spaleta<br/>Music: Stay in Orbit by Victor Lundberg / courtesy of Epidemic Sound

Water Distribution Near Moon’s South Pole Mapped Using NASA SOFIA Data

⏲ 1:6 👁 135K

Northerner Transport Hub

2 LSL Tours Within 2 Days! 34046 Braunton at Greenfield and D213 at Ashburys

⏲ 2 minutes 5 seconds 👁 7

Phangani

ETS2 1.50 Map Combo with Roextended, EAA, Southeast ASia and more | Setup Guide

⏲ 4 minutes 31 seconds 👁 109

Top 10 apartments in 2024

⏲ 0:20 👁 115K

Bright Trip

How the Tube Works | Guide to the London Underground!

⏲ 6 minutes 42 seconds 👁 11.5K

Jay Foreman

You'll never guess the most popular internet country code

⏲ 11 minutes 14 seconds 👁 837.8K

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

Evan Edinger

The new London overground line names are worse than you'd expect

⏲ 17 minutes 1 second 👁 17.9K

RMTransit

Battle of the Giants: New York City Subway vs. London Underground

⏲ 16 minutes 2 seconds 👁 134K

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