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_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
_amv-undefeated.jpg "⇨ Song: NEFFEX - Undefeated <br/><br/>AMV stands for Anime Music Video. It's a fan-made video that combines footage from an anime with music and editing to create a unique and creative work. AMVs often showcase a particular theme, story, or emotional resonance, and can be found on platforms like Dailymotion, YouTube, and Vimeo.<br/><br/>If you're looking for AMVs, you can search for tags like:<br/><br/>- #AMV<br/>- #AnimeMusicVideo<br/>- #FanMade<br/>- #AnimeEdits<br/>- #MusicVideo<br/>- #AnimeClips<br/>- #VideoEditing<br/>- #CreativeWorks<br/><br/>You can also explore specific genres like action, romance, or drama, or search for AMVs based on your favorite anime shows or music artists!<br/> <br/>Watch in Full HD 1080p<br/>────┈┈┈┄┄╌╌╌╌┄┄┈┈┈────<br/><br/>⇨ <br/>────┈┈┈┄┄╌╌╌╌┄┄┈┈┈────<br/>⇨ Thanks for watching the video, I hope you enjoyed it, don't forget to comment what you think of the video!<br/><br/>BAN AMVS 愛 always producing music videos for you to listen to on your playlist <br/><br/>Great choice! \")
⏲ 2:55 👁 40K
_chinese-burger-egg-delicacies-outdoors.jpg "Tongguan Roujiamo Mille-layer Cake is a local specialty delicacy in Tongguan County, Shaanxi Province, China. This cake is charred on the outside and tender on the inside, with a crispy texture and rich flavor. It can be eaten with meat, vegetables and various foods. It is very convenient and quick, and has the reputation of Chinese burger. This channel is the official channel for the promotion of Tongguan Roujiamo Mille-layer Cake. It aims to promote the traditional Chinese food culture and let it flourish. It is well known to the world; it is not for sale at the moment. If you need it, you can make it yourself according to the recipe provided by the channel.")
⏲ 1:0 👁 40K
_the-island-of-siliang-s2-ep-1-16-eng-sub.jpg "Living entities in this planet, including gods, immortals, and humans, have existed in various temporal and spatial contexts and have played various roles from the beginning of the cosmos. The laws pertaining to all living things are the responsibility of the God Clan. The God Clan created Siliang Island as a place of exile to punish gods and immortals for their transgressions. The God Clan built a barrier at the point where the God World and the Realm of Heaven converge to form this location.After the Gods and Immortals are banished, they will perish if they come into contact with seawater. The immortals' lives will then resemble those of humans, and they will experience the same levels of agony as old age, illness, and death. Legend has it that the \")
⏲ 22:37 👁 580K
_james-gunn-shares-first-look-at-david-corenswet39s-superman-in-full-costume-but-the-background-has-us-distracted.jpg "The superhero genre continues to be a powerful force in the entertainment world, thanks to a number of shared universes in play. DC's new co-CEO James Gunn is creating the new DCU, which will kick start with the upcoming DC movie \")
⏲ 1:9 👁 40K
_13-ph-seafarers-escape-bodily-harm-in-latest-houthi-rebel-attack.jpg "13 PH seafarers escape bodily harm in latest Houthi rebel attack;<br/><br/>Potus Joe Biden shifts priorities to affairs at home;<br/><br/>DPWH-CAR completes various infra projects in 15 months;<br/><br/>Baguio City closes 544 businesses without permits")
⏲ 6:55 👁 40K
_five-little-cows-jumping-on-the-bed-more-nursery-rhymes-by-kids-baby-club.jpg "Kids Baby Club is home to various popular nursery rhymes that educate & entertain toddlers. Our videos impart family values & encourage healthy habits. <br/>.<br/>.<br/>.<br/>.<br/>#kidssongs #animatedvideos #songsforkids #songsforbabies #childrensongs #kidsmusic #cartoon #rhymes <br/>#fivelittlecows #kidsbabyclub")
⏲ 20:56 👁 35K
_wazaif-drood-wazifa-durood-ke-lye-drood.jpg "Wazaif\")
⏲ 0:41 👁 55K
_what-is-islam-92-knowing-of-islam.jpg "Muslim TV is your go-to channel for a wide array of Muslim radio videos and shows that delve deeply into the rich and diverse world of Islam. Our content is thoughtfully curated to provide authentic Islamic teachings, insightful discussions, and uplifting spiritual guidance. Whether you're seeking knowledge about the Quran, Hadith, Islamic history, or contemporary issues Muslims face, Muslim TV offers engaging and educational programming tailored to devout followers and those curious about the faith.<br/><br/>Our programming includes in-depth explorations of the Quran and Hadith, guided by knowledgeable scholars, and covers significant events and figures in Islamic history. We also address contemporary issues such as family life, ethics, and social justice, providing diverse perspectives to foster a deeper understanding within the global Muslim community.<br/><br/>Spiritual guidance and personal growth are central to our offerings, with inspirational talks, reflections, and practical advice on incorporating Islamic teachings into daily life. Additionally, we celebrate the rich cultural diversity within Islam by showcasing various traditions, arts, and customs.<br/><br/>Join us on Muslim TV for a comprehensive and enriching experience that deepens your understanding of Islam and strengthens your connection to the Muslim community. Whether you're a lifelong follower or someone curious about the faith, Muslim TV is here to guide, educate, and inspire.")
⏲ 23:27 👁 50K
_movie-name-jerry-maguire.jpg "Description<br/><br/>Jerry Maguire (1996) is a romantic comedy-drama sports film directed by Cameron Crowe. It follows Jerry Maguire, a successful but disillusioned sports agent who has a crisis of conscience. He leaves his firm to pursue a more personal approach to athlete representation, facing various challenges along the way. The film stars Tom Cruise, Cuba Gooding Jr., Renée Zellweger, and features a now-iconic performance from Cuba Gooding Jr.<br/><br/>IMDb: 7.3<br/>Letterboxd: 3.9<br/><br/>#filmrecommendations#filmrecommendation#filmoftheday#filmnight#filmday#filmreviews#filmedits #films#filmreels#filmfestival#filmreviews#movieoftheday#movieoftheweek#moviescenes#movies#moviesnight#moviemaking#movielines#movieday#movieclips#movies")
⏲ 0:21 👁 80K
_3d-naked-ambition-2-uncut-2014.jpg "Naked Ambition 2, also known as 3D Naked Ambition, is a 2014 Hong Kong 3D adult comedy film directed by Lee Kung-lok (李公樂) and starring Chapman To Man-chak (杜汶澤) and Josie Ho Chiu-yi (何超儀). It is a loose sequel to Chan Hing-ka (陳慶嘉) and Dante Lam Chiu-yin (林超賢)'s 2003 film Naked Ambition. The film parodies the Japanese adult film industry through various iconic scenes with exaggerated expressions.<br/><br/>Literature graduate Wyman Chan (Chapman) writes erotic stories in the sensuality section of the newspaper for a living, but with the sensuality section ceasing publication, he loses his job. The unemployed Wyman becomes capricious, and takes inspiration from men working in the Japanese adult movies industry to become a producer of mature films. Wyman's idea immediately receives enthusiastic responses from his friends, who offer their help—especially Hatoyama (Josie), who is familiar with the Japanese adult movies industry. While everyone initially takes great interest in being a part of filming, Wyman is soon forced into acting in the lead role. Surprisingly, Wyman becomes a sensation in Japan for his performance of being sexually harassed and dominated by women in the video. Hatoyama immediately travels to Hong Kong to persuade Wyman to pursue his unrealistic dream—a Hong Kong man entering the Japanese adult movies industry.")
⏲ 1:46:30 👁 25K
_ihram-ki-halat-me-gusal-krna-124-ihram-ko-change-krna-ksa-he.jpg "\")
⏲ 4:39 👁 25K
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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 \")
_amv-undefeated.webp "⇨ Song: NEFFEX - Undefeated <br/><br/>AMV stands for Anime Music Video. It's a fan-made video that combines footage from an anime with music and editing to create a unique and creative work. AMVs often showcase a particular theme, story, or emotional resonance, and can be found on platforms like Dailymotion, YouTube, and Vimeo.<br/><br/>If you're looking for AMVs, you can search for tags like:<br/><br/>- #AMV<br/>- #AnimeMusicVideo<br/>- #FanMade<br/>- #AnimeEdits<br/>- #MusicVideo<br/>- #AnimeClips<br/>- #VideoEditing<br/>- #CreativeWorks<br/><br/>You can also explore specific genres like action, romance, or drama, or search for AMVs based on your favorite anime shows or music artists!<br/> <br/>Watch in Full HD 1080p<br/>────┈┈┈┄┄╌╌╌╌┄┄┈┈┈────<br/><br/>⇨ <br/>────┈┈┈┄┄╌╌╌╌┄┄┈┈┈────<br/>⇨ Thanks for watching the video, I hope you enjoyed it, don't forget to comment what you think of the video!<br/><br/>BAN AMVS 愛 always producing music videos for you to listen to on your playlist <br/><br/>Great choice! \")
_chinese-burger-egg-delicacies-outdoors.webp "Tongguan Roujiamo Mille-layer Cake is a local specialty delicacy in Tongguan County, Shaanxi Province, China. This cake is charred on the outside and tender on the inside, with a crispy texture and rich flavor. It can be eaten with meat, vegetables and various foods. It is very convenient and quick, and has the reputation of Chinese burger. This channel is the official channel for the promotion of Tongguan Roujiamo Mille-layer Cake. It aims to promote the traditional Chinese food culture and let it flourish. It is well known to the world; it is not for sale at the moment. If you need it, you can make it yourself according to the recipe provided by the channel.")
_the-island-of-siliang-s2-ep-1-16-eng-sub.webp "Living entities in this planet, including gods, immortals, and humans, have existed in various temporal and spatial contexts and have played various roles from the beginning of the cosmos. The laws pertaining to all living things are the responsibility of the God Clan. The God Clan created Siliang Island as a place of exile to punish gods and immortals for their transgressions. The God Clan built a barrier at the point where the God World and the Realm of Heaven converge to form this location.After the Gods and Immortals are banished, they will perish if they come into contact with seawater. The immortals' lives will then resemble those of humans, and they will experience the same levels of agony as old age, illness, and death. Legend has it that the \")
_james-gunn-shares-first-look-at-david-corenswet39s-superman-in-full-costume-but-the-background-has-us-distracted.webp "The superhero genre continues to be a powerful force in the entertainment world, thanks to a number of shared universes in play. DC's new co-CEO James Gunn is creating the new DCU, which will kick start with the upcoming DC movie \")
_13-ph-seafarers-escape-bodily-harm-in-latest-houthi-rebel-attack.webp "13 PH seafarers escape bodily harm in latest Houthi rebel attack;<br/><br/>Potus Joe Biden shifts priorities to affairs at home;<br/><br/>DPWH-CAR completes various infra projects in 15 months;<br/><br/>Baguio City closes 544 businesses without permits")
_five-little-cows-jumping-on-the-bed-more-nursery-rhymes-by-kids-baby-club.webp "Kids Baby Club is home to various popular nursery rhymes that educate & entertain toddlers. Our videos impart family values & encourage healthy habits. <br/>.<br/>.<br/>.<br/>.<br/>#kidssongs #animatedvideos #songsforkids #songsforbabies #childrensongs #kidsmusic #cartoon #rhymes <br/>#fivelittlecows #kidsbabyclub")
_wazaif-drood-wazifa-durood-ke-lye-drood.webp "Wazaif\")
_what-is-islam-92-knowing-of-islam.webp "Muslim TV is your go-to channel for a wide array of Muslim radio videos and shows that delve deeply into the rich and diverse world of Islam. Our content is thoughtfully curated to provide authentic Islamic teachings, insightful discussions, and uplifting spiritual guidance. Whether you're seeking knowledge about the Quran, Hadith, Islamic history, or contemporary issues Muslims face, Muslim TV offers engaging and educational programming tailored to devout followers and those curious about the faith.<br/><br/>Our programming includes in-depth explorations of the Quran and Hadith, guided by knowledgeable scholars, and covers significant events and figures in Islamic history. We also address contemporary issues such as family life, ethics, and social justice, providing diverse perspectives to foster a deeper understanding within the global Muslim community.<br/><br/>Spiritual guidance and personal growth are central to our offerings, with inspirational talks, reflections, and practical advice on incorporating Islamic teachings into daily life. Additionally, we celebrate the rich cultural diversity within Islam by showcasing various traditions, arts, and customs.<br/><br/>Join us on Muslim TV for a comprehensive and enriching experience that deepens your understanding of Islam and strengthens your connection to the Muslim community. Whether you're a lifelong follower or someone curious about the faith, Muslim TV is here to guide, educate, and inspire.")
_movie-name-jerry-maguire.webp "Description<br/><br/>Jerry Maguire (1996) is a romantic comedy-drama sports film directed by Cameron Crowe. It follows Jerry Maguire, a successful but disillusioned sports agent who has a crisis of conscience. He leaves his firm to pursue a more personal approach to athlete representation, facing various challenges along the way. The film stars Tom Cruise, Cuba Gooding Jr., Renée Zellweger, and features a now-iconic performance from Cuba Gooding Jr.<br/><br/>IMDb: 7.3<br/>Letterboxd: 3.9<br/><br/>#filmrecommendations#filmrecommendation#filmoftheday#filmnight#filmday#filmreviews#filmedits #films#filmreels#filmfestival#filmreviews#movieoftheday#movieoftheweek#moviescenes#movies#moviesnight#moviemaking#movielines#movieday#movieclips#movies")
_3d-naked-ambition-2-uncut-2014.webp "Naked Ambition 2, also known as 3D Naked Ambition, is a 2014 Hong Kong 3D adult comedy film directed by Lee Kung-lok (李公樂) and starring Chapman To Man-chak (杜汶澤) and Josie Ho Chiu-yi (何超儀). It is a loose sequel to Chan Hing-ka (陳慶嘉) and Dante Lam Chiu-yin (林超賢)'s 2003 film Naked Ambition. The film parodies the Japanese adult film industry through various iconic scenes with exaggerated expressions.<br/><br/>Literature graduate Wyman Chan (Chapman) writes erotic stories in the sensuality section of the newspaper for a living, but with the sensuality section ceasing publication, he loses his job. The unemployed Wyman becomes capricious, and takes inspiration from men working in the Japanese adult movies industry to become a producer of mature films. Wyman's idea immediately receives enthusiastic responses from his friends, who offer their help—especially Hatoyama (Josie), who is familiar with the Japanese adult movies industry. While everyone initially takes great interest in being a part of filming, Wyman is soon forced into acting in the lead role. Surprisingly, Wyman becomes a sensation in Japan for his performance of being sexually harassed and dominated by women in the video. Hatoyama immediately travels to Hong Kong to persuade Wyman to pursue his unrealistic dream—a Hong Kong man entering the Japanese adult movies industry.")
_ihram-ki-halat-me-gusal-krna-124-ihram-ko-change-krna-ksa-he.webp "\")
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