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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 \")
_global-angela-new-build-for-heal-hack-generation-this-brutal-insane-build-is-totally-broken.webp "Emilyz")
⏲ 10 minutes 53 seconds 👁 10.7K
_takut-sama-angela.webp "iMelaa")
_sneak-peek-at-the-season-finale-of-abc39s-9-1-1.webp "Get a sneak peek at the season finale of ABC's critically acclaimed series 9-1-1, Season 7 Episode 10. Directed by the legendary Ryan Murphy, this episode showcases intense and emotional storytelling at its best. With outstanding performances from Angela Bassett, Peter Krause, and the rest of the talented cast, this finale delivers a gripping mix of suspense and emotion. Don't miss out—stream Season 7 now on ABC and immerse yourself in the captivating world of 9-1-1!<br/><br/>9-1-1 Cast:<br/><br/>Angela Bassett, Peter Krause, Oliver Stark, Aisha Hinds, Kenneth Choi, Rockmond Dunbar, Jennifer Love Hewitt, Ryan Guzman, Corinne Massiah, Marcanthonee Jon Reis, Gavin McHugh, John Harlan Kim<br/><br/>Stream 9-1-1 Season 7 now on ABC and Hulu!")
_angela-sweet-triple-kills-100-supports-teammates-mobile-legends-124-solo-rank-queenxmlbb.webp "💞QueenMLBB💞"){kind=icon}
⏲ 8 minutes 28 seconds 👁 24
_1-ultimate-delet-everything-mage-belerick-new-meta-124-mlbb-magic-chess-best-synergy-combo-terkuat.webp "Freeze")
⏲ 19 minutes 38 seconds 👁 16.4K
_tory-ministers-blunt-response-when-asked-to-apologise-to-angela-rayner-over-council-house-investigation.webp "Tory MP's blunt response when asked to apologise to Angela Rayner over council house investigationSky News")
⏲ 1:18 👁 35K
_when-top-global-chip-best-trick-to-dominate-meta-barats-angela-auto-win.webp "CHIPEDIA")
_angela-tutorial-amp-guide-2023-english-skills-best-build-tips-amp-gameplay-124-mobile-legends.webp "SPHINXY")
⏲ 12 minutes 5 seconds 👁 16.8K
_new-moves-dance-dancevideo-dancer-choreography.webp "New Moves #dance #dancevideo #dancer #choreography")
_bold-glam-makeup-tutorial-124-filmed-close-up-and-in-natural-light.webp "Angela Bright")
_angela-new-secret-trick-tutorial-2024-best-for-solo-rank.webp "Emilyz"){kind=icon}
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