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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

Trevor Nace

How To Add A Location In Google Maps

⏲ 2 minutes 53 seconds 👁 26.5K

Tasia Custode

The Best Google Maps Settings

⏲ 11 minutes 3 seconds 👁 75.1K

Gta physics be on the another level #gta5

Gta physics be on the another level

⏲ 0:15 👁 225K

Tenrai IV Trailer | Halo Infinite<br/><br/>Tenrai IV is live until July 2, offering a new 20-tier Operation Pass with themed rewards, the Match Composer feature for customized matchmaking, and the enhanced Juggernaut mode.<br/><br/>The Match Composer allows players to curate their multiplayer experience across the following playlists: Quick Play, Team Doubles, Free For All, Infection, Big Team Battle, Squad Battle, and Firefight.<br/><br/>Tenrai IV features community-made maps from Tenrai III and introduces the new map, Hanami.<br/><br/>Read more about Tenrai IV here: http://aka.ms/TenraiIVLaunch <br/><br/>#halo #haloinfinite #halotenraiiv

Tenrai IV Trailer | Halo Infinite

⏲ 1:13 👁 265K

Is Maine Hurricane Proof from gle maps google maps

Is Maine Hurricane Proof

⏲ 3:25 👁 210K

2 & 3 BHK Premium Penthouse is selling lowest Price in Hyderabad

⏲ 0:13 👁 25K

Castle Keep is one of the few remaining parts of the medieval castle that played a prominent role in the history of Newcastle. It is an iconic structure in the heart of the city with a gruesome and fascinating history. Tour the large rooms and the dungeon for exhibits on the castle’s dark past.<br/><br/>Enter the structure and take a tour to get a sense of its majesty. Climb to the higher floors for excellent views of the river and its bridges. Peruse the displays on the intriguing history of the tower and the rest of the castle. The exhibits allow visitors to imagine life in the structure almost 1,000 years ago.<br/><br/>Hear grim stories about the castle and its horrible punishments, including one about a flying donkey. Listen to tales about the Poppy Girl, now a ghost haunting the tower after being beaten to death in the castle prison.

Newcastle keep in Newcastle, United Kingdom

⏲ 4:12 👁 20K

The magnetized rocks of Earth's crust and mantle, also known as the upper lithosphere, accounts for generating 6 percent of the planets magnetic field. Data from the European Space Agency's Swarm satellites was used to create this high resolution map of the tiny magnetic signals. Red areas indicate positive magnetic field and blue area are negative. <br/><br/>Credit: ESA

See Earth's Lithospheric Magnetic Field

⏲ 1:30 👁 20K

It is believed the late bronze age hillfort at Grianán of Aileach was created between 1100 and 800 BC.In 140 AD - Ptolemy’s ‘Geographia’ included a map of the world on which the Foyle and a site marked ‘Regia’, reputed to be Grianán were marked.<br/>

Grianán of Aileach

⏲ 6:28 👁 40K

Lulworth Castle, in East Lulworth, Dorset, England, situated south of the village of Wool, is an early 17th-century hunting lodge erected in the style of a revival fortified castle, one of only five extant Elizabethan or Jacobean buildings of this type. It is listed with Historic England as a scheduled monument. It is also Grade I listed.[2] The 18th-century Adam style interior of the stone building was devastated by fire in 1929, but has now been restored and serves as a museum. The castle stands in Lulworth Park on the Lulworth Estate.[3] The park and gardens surrounding the castle are Grade II listed with Historic England.<br/><br/>Thanks and credit to Google Earth Studio for this aerial video.

Lulworth Castle in East Lulworth, Dorset, England,

⏲ 4:14 👁 20K

The Crew Motorfest Boat Race Hawaii #carrace #gamers #gaming<br/>the crew motorfest,motorfest,the crew motorfest gameplay,the crew motorfest ps5,hawaii,crew motorfest,the crew motorfest trailer,the crew motorfest beta,the crew motorfest review,the crew motorfest car list,the crew motorfest hawaii,the crew motorfest hawaii tour,the crew motorfest hawaii scenic tour playlist,the crew motorfest 4k,the crew motorfest map,the crew motorfest leaks,the crew motorfest release date,the crew motorfest preview

The Crew Motorfest Boat Race Hawaii #carrace #gamers #gaming

⏲ 1:1 👁 15K

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