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Session 14: Introduction to Supervised Machine Learning in Open RAN
⏲ 4:28 👁 40K
Deadside Has Become the Biggest Rip-Off
⏲ 6:33 👁 35K
The_Graduates trailer 23
⏲ 86 sec ✓ 30-Oct-2023
Gta physics be on the another level
⏲ 0:15 👁 225K
Borussia Dortmund vs Real Madrid 0 x 2 Extended HIGHLIGHTS UCL FINAL 2024
⏲ 8:32 👁 530K
Why are 10.000 migrant children missing in Europe?
⏲ 1 min 62 sec ✓ 16-Dec-2016
Lovro Majer Free Kick Goal - Croatia vs North Macedonia 3-0 Highlights _ International Friendly 2024
⏲ 2:1 👁 70K
Croatia vs North Macedonia 3-0 Highlights All Goals International Friendly 2024
⏲ 4:46 👁 45K
The refugee children in a great danger from traffickers
⏲ 1 min 69 sec ✓ 15-Dec-2016
Is Maine Hurricane Proof
⏲ 3:25 👁 210K
Germany vs Ukraine 0-0 Highlights International Friendly Match 2024
⏲ 3:52 👁 25K
Europe losing track of 10,000 missing child refugees
⏲ 1 min 50 sec ✓ 17-Dec-2016
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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 \")
_deadside-has-become-the-biggest-rip-off.webp "Deadside. Uncover the rising discontentment among Deadside players as criticisms against Bad Pixel, the game's developers, gain momentum. Their failure to address player feedback constructively and attempts to silence dissenting voices contribute to a growing sense of frustration among the community. <br/>https://medium.com/@PlexusRadio/deadside-a-major-letdown-for-gamers-b70e351c89f2")
_the-graduates-trailer-23.webp "- A critical view of the history of Serbia in the last three decades through the prism of the high school generation that graduated in 1989, at the time of the fall of the Berlin Wall -nnThe war in Ukraine revealed a deep crisis of Serbia's identity: although a candidate for EU membership, Serbia is unable to see things as the rest of the continent. The documentary was filmed before the war, but it sheds light on the roots of this ambivalent attitudennSerbian high school graduates get together,")
_gta-physics-be-on-the-another-level.webp "Gta physics be on the another level #gta5")
_borussia-dortmund-vs-real-madrid-0-x-2-extended-highlights-ucl-final-2024.webp "Borussia Dortmund vs Real Madrid 0 x 2 Extended HIGHLIGHTS UCL FINAL 2024")
_why-are-10-000-migrant-children-missing-in-europe.webp "The refugee children in a great danger from traffickersnDragi Zmijanac, director and founder of the First Children's Embassy in the World Megjashi, said that it is said it was unacceptable for Macedonia, who is a signatory to the convention on children's rights to allow passage of illegal migrant children unaccompanied. He said what is more threatening the safety of the children is that they are in danger not only from being abducted and kidnapped,, but also they might disappear from the map rec")
_lovro-majer-free-kick-goal-croatia-vs-north-macedonia-3-0-highlights---international-friendly-2024.webp "Lovro Majer Free Kick Goal - Croatia vs North Macedonia 3-0 Highlights _ International Friendly 2024")
_croatia-vs-north-macedonia-3-0-highlights-all-goals-international-friendly-2024.webp "Croatia vs North Macedonia 3-0 Highlights All Goals International Friendly 2024")
_the-refugee-children-in-a-great-danger-from-traffickers.webp "The refugee children in a great danger from traffickersnDragi Zmijanac, director and founder of the First Children's Embassy in the World Megjashi, said that it is said it was unacceptable for Macedonia, who is a signatory to the convention on children's rights to allow passage of illegal migrant children unaccompanied. He said what is more threatening the safety of the children is that they are in danger not only from being abducted and kidnapped,, but also they might disappear from the map rec")
_is-maine-hurricane-proof.webp "Is Maine Hurricane Proof from map serbia kosovo")
_germany-vs-ukraine-0-0-highlights-international-friendly-match-2024.webp "Germany vs Ukraine 0-0 Highlights International Friendly Match 2024")
_europe-losing-track-of-10000-missing-child-refugees.webp "Why are 10.000 migrant children missing in Europe?nThe refugee children in a great danger from traffickersnnDragi Zmijanac, director and founder of the First Children's Embassy in the World Megjashi, said that it is said it was unacceptable for Macedonia, who is a signatory to the convention on children's rights to allow passage of illegal migrant children unaccompanied. He said what is more threatening the safety of the children is that they are in danger not only from being abducted and kidnap")
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