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_abc-videokids-videoexploring-the-alphabet-world-top-abc-names-fun-cartoon-adventure.jpg "Welcome to 'abcdef'! In this video, we delve into the world of alphabets, exploring their significance, evolution, and fun facts. From A to F, we unravel the mysteries behind each letter and its role in language and communication. Join us on this educational journey as we decode the ABCs and uncover the stories hidden within each letter. Don't forget to like, share, and subscribe for more fascinating content!\")
⏲ 3:9 👁 10K
_baby-birthday-song-cartoon.jpg "We create fun, colorful, and educational kid songs and nursery rhymes the whole family will enjoy.<br/>Give your children a head start learning their ABCs, numbers, shapes, colors, and more, all with our series of cute songs made just for kids!<br/>Each video stars Lucas and his adorable animal friends as they sing nursery rhymes and other catchy kids songs that help your little ones learn while having fun. Every single video is safe, educational, and guaranteed fun!<br/>We're glad you're interested in helping your children learn, and thrilled you found our channel! Subscribe for more nursery rhymes, kid songs, and other free educational content.<br/>")
⏲ 2:51 👁 10K
_shorts-video-illaoi39s-battle-cry-defying-evil-and-embracing-change.jpg "#SHORTS VIDEO Illaoi's Battle Cry- Defying Evil and Embracing Change from learn buganda")
⏲ 0:59 👁 10K
_unveiling-our-ancestors-the-75000-year-old-secret-of-shanidar-cave.jpg "In 2018, a dedicated team from the University of Cambridge set out to unearth the secrets buried within this ancient abode. Their discovery, Shanidar Z, emerged as a groundbreaking find, offering an unprecedented glimpse into the lives of the Neanderthals. The cave, once a silent witness to Neanderthal burials, now reveals evidence of their sophisticated culture and profound respect for the deceased.<br/><br/>The flattened skull of Shanidar Z, compressed by the weight of time, presented a unique challenge to the researchers. In the confines of their laboratory, they embarked on a meticulous reconstruction, transforming fragile bone fragments into the visage of a woman who walked the earth thousands of centuries before us. Her features, strikingly human-like, bridge the gap between our species and our long-lost relatives.<br/><br/>This remarkable tale of discovery is not just a chronicle of the past but a mirror reflecting our own humanity. The documentary “Secrets of the Neanderthals”, now available on Netflix, captures the essence of this journey. It’s a story that transcends science and touches the core of our existence, reminding us of the intricate tapestry of human evolution.")
⏲ 5:35 👁 10K
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.jpg "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
⏲ 5:55 👁 10K
_when-i-helped-a-little-girl-i-got-fired-but-then-i-met-her-mom.jpg "When I helped a little girl I got fired but then I met her mom<br/>Japanese Manga in English<br/>Manga video to learn English")
⏲ 12:49 👁 10K
_surah-ikhlas-word-by-word-124-learn-surah-al-ikhlas-with-tajweed-124-learn-quran-124-tajweed-course.jpg "Tajweed Course<br/>Surah Al-Ikhlas Learn Surah Al-Ikhlas with tajweed Surah Ikhlas word by word by Sayed Shafiq Attari")
⏲ 12:17 👁 10K
_solving-the-mystery-eggshells-under-the-wardrobe-by-my-husband-learn-english-through-story.jpg "Solving the Mystery Eggshells Under the Wardrobe by My Husband Learn English Through Story")
⏲ 18:14 👁 10K
_36900-passive-daily-learn-the-2-hour-workday-blueprint-for-beginners-digital-growth-community-free-webinar.jpg "$900 Passive Daily - Learn the 2-Hour Workday Blueprint For Beginners - Digital Growth Community - Free Webinar<br/>Click to learn more:<br/>https://www.easyviralbiz.com<br/>https://www.facebook.com/EasyViralBiz/<br/>https://linktr.ee/easyviralbiz123<br/>https://bit.ly/m/easyviralbiz")
⏲ 1:50:41 👁 10K
_surah-ikhlas-recitation.jpg "For relax your mind surah ikhlas Recitation")
⏲ 0:25 👁 10K
_food.jpg "Together, we can create a life that is a true reflection of your passions and aspirations. Welcome to our vibrant community, where the pursuit of happiness knows no bounds.")
⏲ 0:34 👁 10K
_i-saw-a-dvd-with-my-step-sister-who-is-the-female-president.jpg "I saw a DVD with my step- sister who is the female president<br/>Japanese Manga in English<br/>Manga video to learn English")
⏲ 15:58 👁 15K
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_abc-videokids-videoexploring-the-alphabet-world-top-abc-names-fun-cartoon-adventure.webp "Welcome to 'abcdef'! In this video, we delve into the world of alphabets, exploring their significance, evolution, and fun facts. From A to F, we unravel the mysteries behind each letter and its role in language and communication. Join us on this educational journey as we decode the ABCs and uncover the stories hidden within each letter. Don't forget to like, share, and subscribe for more fascinating content!\")
_baby-birthday-song-cartoon.webp "We create fun, colorful, and educational kid songs and nursery rhymes the whole family will enjoy.<br/>Give your children a head start learning their ABCs, numbers, shapes, colors, and more, all with our series of cute songs made just for kids!<br/>Each video stars Lucas and his adorable animal friends as they sing nursery rhymes and other catchy kids songs that help your little ones learn while having fun. Every single video is safe, educational, and guaranteed fun!<br/>We're glad you're interested in helping your children learn, and thrilled you found our channel! Subscribe for more nursery rhymes, kid songs, and other free educational content.<br/>")
_shorts-video-illaoi39s-battle-cry-defying-evil-and-embracing-change.webp "#SHORTS VIDEO Illaoi's Battle Cry- Defying Evil and Embracing Change from learn buganda")
_unveiling-our-ancestors-the-75000-year-old-secret-of-shanidar-cave.webp "In 2018, a dedicated team from the University of Cambridge set out to unearth the secrets buried within this ancient abode. Their discovery, Shanidar Z, emerged as a groundbreaking find, offering an unprecedented glimpse into the lives of the Neanderthals. The cave, once a silent witness to Neanderthal burials, now reveals evidence of their sophisticated culture and profound respect for the deceased.<br/><br/>The flattened skull of Shanidar Z, compressed by the weight of time, presented a unique challenge to the researchers. In the confines of their laboratory, they embarked on a meticulous reconstruction, transforming fragile bone fragments into the visage of a woman who walked the earth thousands of centuries before us. Her features, strikingly human-like, bridge the gap between our species and our long-lost relatives.<br/><br/>This remarkable tale of discovery is not just a chronicle of the past but a mirror reflecting our own humanity. The documentary “Secrets of the Neanderthals”, now available on Netflix, captures the essence of this journey. It’s a story that transcends science and touches the core of our existence, reminding us of the intricate tapestry of human evolution.")
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.webp "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
_when-i-helped-a-little-girl-i-got-fired-but-then-i-met-her-mom.webp "When I helped a little girl I got fired but then I met her mom<br/>Japanese Manga in English<br/>Manga video to learn English")
_surah-ikhlas-word-by-word-124-learn-surah-al-ikhlas-with-tajweed-124-learn-quran-124-tajweed-course.webp "Tajweed Course<br/>Surah Al-Ikhlas Learn Surah Al-Ikhlas with tajweed Surah Ikhlas word by word by Sayed Shafiq Attari")
_solving-the-mystery-eggshells-under-the-wardrobe-by-my-husband-learn-english-through-story.webp "Solving the Mystery Eggshells Under the Wardrobe by My Husband Learn English Through Story")
_36900-passive-daily-learn-the-2-hour-workday-blueprint-for-beginners-digital-growth-community-free-webinar.webp "$900 Passive Daily - Learn the 2-Hour Workday Blueprint For Beginners - Digital Growth Community - Free Webinar<br/>Click to learn more:<br/>https://www.easyviralbiz.com<br/>https://www.facebook.com/EasyViralBiz/<br/>https://linktr.ee/easyviralbiz123<br/>https://bit.ly/m/easyviralbiz")
_surah-ikhlas-recitation.webp "For relax your mind surah ikhlas Recitation")
_food.webp "Together, we can create a life that is a true reflection of your passions and aspirations. Welcome to our vibrant community, where the pursuit of happiness knows no bounds.")
_i-saw-a-dvd-with-my-step-sister-who-is-the-female-president.webp "I saw a DVD with my step- sister who is the female president<br/>Japanese Manga in English<br/>Manga video to learn English")
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