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_girls-high-school-mystery-class-season-3-2024-ep-1-eng-sub.jpg "Girls High School Mystery Class Season 3 (2024) Ep.1 Eng Sub")
⏲ 1:17:24 👁 45K
_girls-high-school-mystery-class-season-3-episode-5-english-sub.jpg "Girls High School Mystery Class Season 3 - Episode 5 (English Sub)")
⏲ 1:16:37 👁 45K
_mead-discusses-39world-class39-miedema39s-arsenal-exit.jpg "England star Beth Mead says she'll miss playing with team-mate and partner Vivianne Miedema at Arsenal")
⏲ 0:29 👁 45K
_session-14-introduction-to-supervised-machine-learning-in-open-ran.jpg "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 \")
⏲ 4:28 👁 40K
_the-chairman-of-class-9-2024-ep-12-eng-sub.jpg "The Chairman of Class 9 (2024) Ep.12 Eng Sub")
⏲ 24:15 👁 60K
_2001-seducido-por-una-ladrona-night-class-hot-movie-sean-young-rick-peters-ron-perlman.jpg "When Jake, a security guard in a small hotel, inadvertently helps out a beautiful burglar, he becomes a primary suspect and is quickly fired. Jake decides to track down the burglar himself and retrieve the stolen property.")
⏲ 1:33:25 👁 255K
_the-chairman-of-class-9-2024-ep-12-eng-sub.jpg "The Chairman of Class 9 (2024) Ep.12 Eng Sub")
⏲ 24:15 👁 55K
_multiple-wavelengths-of-sun-blasts-x1-2-class-solar-flare.jpg "Sunspot AR3256 erupted with an X1.2-class solar flare.<br/>NASA's Solar Dynamics Observatory captured the fireworks in multiple wavelengths.<br/><br/>Credit: Space.com | footage courtesy: NASA/SDO | edited by Steve Spaleta")
⏲ 1:1 👁 35K
_bhangra-folk-dance-and-fitness-classes-coming-to-bedford.jpg "They’ve been a huge success in Leicester, Kettering and Coventry – and now Bedford is about to benefit from Bhangra folk dance and fitness classes.")
⏲ 0:46 👁 975K
_itaewon-class-episode-7-online-with-english-sub.jpg "Itaewon Class Episode 7 Online With English sub from carla browin first class")
⏲ 1:8:47 👁 210K
_girls-high-school-mystery-class-season-3-episode-5-english-sub.jpg "Girls High School Mystery Class Season 3 - Episode 5 (English Sub)")
⏲ 1:16:37 👁 35K
_palestine-and-the-israeli-working-class.jpg "Palestine and the Israeli working class from carla browin first class")
⏲ 0:19 👁 30K
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_girls-high-school-mystery-class-season-3-2024-ep-1-eng-sub.webp "Girls High School Mystery Class Season 3 (2024) Ep.1 Eng Sub")
_girls-high-school-mystery-class-season-3-episode-5-english-sub.webp "Girls High School Mystery Class Season 3 - Episode 5 (English Sub)")
_mead-discusses-39world-class39-miedema39s-arsenal-exit.webp "England star Beth Mead says she'll miss playing with team-mate and partner Vivianne Miedema at Arsenal")
_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 \")
_the-chairman-of-class-9-2024-ep-12-eng-sub.webp "The Chairman of Class 9 (2024) Ep.12 Eng Sub")
_2001-seducido-por-una-ladrona-night-class-hot-movie-sean-young-rick-peters-ron-perlman.webp "When Jake, a security guard in a small hotel, inadvertently helps out a beautiful burglar, he becomes a primary suspect and is quickly fired. Jake decides to track down the burglar himself and retrieve the stolen property.")
_the-chairman-of-class-9-2024-ep-12-eng-sub.webp "The Chairman of Class 9 (2024) Ep.12 Eng Sub")
_multiple-wavelengths-of-sun-blasts-x1-2-class-solar-flare.webp "Sunspot AR3256 erupted with an X1.2-class solar flare.<br/>NASA's Solar Dynamics Observatory captured the fireworks in multiple wavelengths.<br/><br/>Credit: Space.com | footage courtesy: NASA/SDO | edited by Steve Spaleta")
_bhangra-folk-dance-and-fitness-classes-coming-to-bedford.webp "They’ve been a huge success in Leicester, Kettering and Coventry – and now Bedford is about to benefit from Bhangra folk dance and fitness classes.")
_itaewon-class-episode-7-online-with-english-sub.webp "Itaewon Class Episode 7 Online With English sub from carla browin first class")
_girls-high-school-mystery-class-season-3-episode-5-english-sub.webp "Girls High School Mystery Class Season 3 - Episode 5 (English Sub)")
_palestine-and-the-israeli-working-class.webp "Palestine and the Israeli working class from carla browin first class")
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