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_beyhunting-9-heaven-124-beyblade-zenin.jpg "Its been long since I uploaded a Beyhunting video. Memorable sights of Evolution and Turbo beys in random stores across Germany, Switzerland, and France in 2017 / 2018.")
⏲ 17:52 👁 20K
_session-21-nfv-network-function-virtualization-concept-in-open-ran.jpg "In this session, we'll explore the fundamental concepts of NFV (Network Function Virtualization) in the context of Open RAN. We'll delve into the orchestration of virtualized network functions, the role of NFV Management and Virtualization, and how these elements work together to transform traditional network architectures.<br/><br/>Understanding NFV in Open RAN:<br/><br/>NFV Fundamentals: Delve into the core principles of NFV, where traditional hardware-based network functions are replaced with software-based virtual instances, driving agility and scalability.<br/>Essential Components: Learn about the critical components of NFV architecture, including Virtual Network Functions (VNFs), NFV Infrastructure (NFVI), and the NFV Management and Orchestration (MANO) layer.<br/>Benefits of NFV: Explore how NFV optimizes resource utilization, accelerates service deployment, and reduces operational costs, fostering a more adaptable and responsive network ecosystem.<br/>NFV Applications in Open RAN: Understand the pivotal role of NFV in Open RAN, enabling the virtualization of RAN functions and facilitating the seamless deployment of new services.<br/><br/>Understanding NFV and Orchestration:<br/>NFV is a technology that virtualizes network functions traditionally performed by dedicated hardware. Orchestration is the automated arrangement, coordination, and management of these virtualized network functions to enable efficient network operation.<br/><br/>NFV Management and Virtualization (NFVM):<br/>NFVM is a key component of NFV architecture that manages the lifecycle of virtualized network functions. It handles tasks such as instantiation, monitoring, scaling, and termination of virtualized functions.<br/><br/>Orchestration Function:<br/>Orchestration in NFV involves coordinating the deployment and interconnection of virtualized network functions according to service requirements. It ensures that network resources are allocated efficiently and dynamically based on demand.<br/><br/>Conclusion:<br/>NFV and orchestration play a crucial role in the evolution of Open RAN, enabling operators to build agile, scalable, and cost-effective networks. Understanding these concepts is essential for anyone involved in the design, deployment, or management of modern telecom networks.<br/><br/><br/>Subscribe to \")
⏲ 6:31 👁 15K
_pro-evolution-soccer-5-online-multiplayer-ps2.jpg "https://www.romstation.fr/multiplayer<br/>Play Pro Evolution Soccer 5 online multiplayer on Playstation 2 emulator with RomStation.")
⏲ 15:56 👁 15K
_kirsten-vangsness-and-aisha-tyler-124-how-well-do-you-know-your-co-star-124-marie-claire.jpg "It doesn't take a BAU profiler to know 'Criminal Minds' stars Kirsten Vangsness and Aisha Tyler are great friends on and off screen. Watch them play 'How Well Do You Know Your Co-Star?' and then catch their co-star chemistry shine on 'Criminal Minds: Evolution,' streaming now on Paramount+.")
⏲ 7:35 👁 530K
_ep165-wanmei-shijie-2-episode-165-multi-sub-perfect-world-2-um-mundo-perfeito.jpg "Perfect World , Wanmei Shijie ,Wanmei Shijie 2,Perfect World 2,完美世界 2<br/><br/>In a realm unlike any other, where villages vie for supremacy and authority, our protagonist, Shi Hao, emerges as a singular genius, graced by celestial favor despite being born into the direst circumstances. His lineage is shrouded in enigma, concealing a past that holds the key to his destiny. Set against a backdrop of relentless power struggles and primal conflicts, Shi Hao's tale unfurls as a captivating odyssey of ambition and self-discovery.As a beacon of promise within his clan, Shi Hao's potential becomes the focal point of their aspirations. Bound by an unbreakable determination, his family spares no effort in nurturing his cultivation, pushing through perilous encounters with fervent beasts and engaging in fierce rivalries with other clans. The crucible of challenges he faces is an unyielding forge, refining his spirit and abilities as he navigates the treacherous landscape of power dynamics and ancient rivalries.<br/>Shi Hao's journey is a mesmerizing expedition through uncharted territories, his footsteps marking the path towards true greatness. From humble origins, he rises as a formidable force, traversing unexplored domains and confronting the unknown. His unwavering resolve is matched only by his unquenchable thirst for knowledge and strength, propelling him ever closer to his ultimate destiny. Yet, this is a quest not without its sacrifices. The clash of ambitions and the clash of worlds paint a portrait of a hero who must grapple with his own identity and unravel the mysteries that bind him.<br/>As he unveils the secrets of his lineage and discovers the true potential coursing through his veins, Shi Hao emerges as a transformative figure, capable of shaking the very foundations of the world itself. \")
⏲ 32:16 👁 180K
_full-segment--the-shield-implodes--raw-june-2-2014.jpg "The Authority shocks the world by revealing their Plan B as Seth Rollins stabs Roman Reigns and Dean Ambrose in the back and joins The Authority, imploding The Shield in the process: Courtesy of Peacock and WWE Network.")
⏲ 8:58 👁 15K
_winning-eleven-pro-evolution-soccer-2007-online-multiplayer-ps2.jpg "https://www.romstation.fr/multiplayer<br/>Play Winning Eleven: Pro Evolution Soccer 2007 online multiplayer on Playstation 2 emulator with RomStation.")
⏲ 30:50 👁 15K
_james-webb-space-telescope39s-view-of-5000-galaxies-in-4k-3d-visualization.jpg "Travel back 390 million years after the big bang to the ancient Maisie's Galaxy in this stunning 3D visualization that showcases 5000 galaxies captured by the James Webb Space Telescope. It was created from CEERS (Cosmic Evolution Early Release Science) Survey data.")
⏲ 1:17 👁 235K
_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
_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
_ep165hd-perfect-world-ep-165-multi-sub-um-mundo-perfeito.jpg "Subtitle Dutch , French ,German ,Italian,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Thai,Tamil ,English , Chinese<br/><br/>Perfect World , Wanmei Shijie ,Wanmei Shijie 2,Perfect World 2,完美世界 2<br/>In a realm unlike any other, where villages vie for supremacy and authority, our protagonist, Shi Hao, emerges as a singular genius, graced by celestial favor despite being born into the direst circumstances. His lineage is shrouded in enigma, concealing a past that holds the key to his destiny. Set against a backdrop of relentless power struggles and primal conflicts, Shi Hao's tale unfurls as a captivating odyssey of ambition and self-discovery.As a beacon of promise within his clan, Shi Hao's potential becomes the focal point of their aspirations. Bound by an unbreakable determination, his family spares no effort in nurturing his cultivation, pushing through perilous encounters with fervent beasts and engaging in fierce rivalries with other clans. The crucible of challenges he faces is an unyielding forge, refining his spirit and abilities as he navigates the treacherous landscape of power dynamics and ancient rivalries.<br/>Shi Hao's journey is a mesmerizing expedition through uncharted territories, his footsteps marking the path towards true greatness. From humble origins, he rises as a formidable force, traversing unexplored domains and confronting the unknown. His unwavering resolve is matched only by his unquenchable thirst for knowledge and strength, propelling him ever closer to his ultimate destiny. Yet, this is a quest not without its sacrifices. The clash of ambitions and the clash of worlds paint a portrait of a hero who must grapple with his own identity and unravel the mysteries that bind him.<br/>As he unveils the secrets of his lineage and discovers the true potential coursing through his veins, Shi Hao emerges as a transformative figure, capable of shaking the very foundations of the world itself. \")
⏲ 31:32 👁 65K
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_beyhunting-9-heaven-124-beyblade-zenin.webp "Its been long since I uploaded a Beyhunting video. Memorable sights of Evolution and Turbo beys in random stores across Germany, Switzerland, and France in 2017 / 2018.")
_session-21-nfv-network-function-virtualization-concept-in-open-ran.webp "In this session, we'll explore the fundamental concepts of NFV (Network Function Virtualization) in the context of Open RAN. We'll delve into the orchestration of virtualized network functions, the role of NFV Management and Virtualization, and how these elements work together to transform traditional network architectures.<br/><br/>Understanding NFV in Open RAN:<br/><br/>NFV Fundamentals: Delve into the core principles of NFV, where traditional hardware-based network functions are replaced with software-based virtual instances, driving agility and scalability.<br/>Essential Components: Learn about the critical components of NFV architecture, including Virtual Network Functions (VNFs), NFV Infrastructure (NFVI), and the NFV Management and Orchestration (MANO) layer.<br/>Benefits of NFV: Explore how NFV optimizes resource utilization, accelerates service deployment, and reduces operational costs, fostering a more adaptable and responsive network ecosystem.<br/>NFV Applications in Open RAN: Understand the pivotal role of NFV in Open RAN, enabling the virtualization of RAN functions and facilitating the seamless deployment of new services.<br/><br/>Understanding NFV and Orchestration:<br/>NFV is a technology that virtualizes network functions traditionally performed by dedicated hardware. Orchestration is the automated arrangement, coordination, and management of these virtualized network functions to enable efficient network operation.<br/><br/>NFV Management and Virtualization (NFVM):<br/>NFVM is a key component of NFV architecture that manages the lifecycle of virtualized network functions. It handles tasks such as instantiation, monitoring, scaling, and termination of virtualized functions.<br/><br/>Orchestration Function:<br/>Orchestration in NFV involves coordinating the deployment and interconnection of virtualized network functions according to service requirements. It ensures that network resources are allocated efficiently and dynamically based on demand.<br/><br/>Conclusion:<br/>NFV and orchestration play a crucial role in the evolution of Open RAN, enabling operators to build agile, scalable, and cost-effective networks. Understanding these concepts is essential for anyone involved in the design, deployment, or management of modern telecom networks.<br/><br/><br/>Subscribe to \")
_pro-evolution-soccer-5-online-multiplayer-ps2.webp "https://www.romstation.fr/multiplayer<br/>Play Pro Evolution Soccer 5 online multiplayer on Playstation 2 emulator with RomStation.")
_kirsten-vangsness-and-aisha-tyler-124-how-well-do-you-know-your-co-star-124-marie-claire.webp "It doesn't take a BAU profiler to know 'Criminal Minds' stars Kirsten Vangsness and Aisha Tyler are great friends on and off screen. Watch them play 'How Well Do You Know Your Co-Star?' and then catch their co-star chemistry shine on 'Criminal Minds: Evolution,' streaming now on Paramount+.")
_ep165-wanmei-shijie-2-episode-165-multi-sub-perfect-world-2-um-mundo-perfeito.webp "Perfect World , Wanmei Shijie ,Wanmei Shijie 2,Perfect World 2,完美世界 2<br/><br/>In a realm unlike any other, where villages vie for supremacy and authority, our protagonist, Shi Hao, emerges as a singular genius, graced by celestial favor despite being born into the direst circumstances. His lineage is shrouded in enigma, concealing a past that holds the key to his destiny. Set against a backdrop of relentless power struggles and primal conflicts, Shi Hao's tale unfurls as a captivating odyssey of ambition and self-discovery.As a beacon of promise within his clan, Shi Hao's potential becomes the focal point of their aspirations. Bound by an unbreakable determination, his family spares no effort in nurturing his cultivation, pushing through perilous encounters with fervent beasts and engaging in fierce rivalries with other clans. The crucible of challenges he faces is an unyielding forge, refining his spirit and abilities as he navigates the treacherous landscape of power dynamics and ancient rivalries.<br/>Shi Hao's journey is a mesmerizing expedition through uncharted territories, his footsteps marking the path towards true greatness. From humble origins, he rises as a formidable force, traversing unexplored domains and confronting the unknown. His unwavering resolve is matched only by his unquenchable thirst for knowledge and strength, propelling him ever closer to his ultimate destiny. Yet, this is a quest not without its sacrifices. The clash of ambitions and the clash of worlds paint a portrait of a hero who must grapple with his own identity and unravel the mysteries that bind him.<br/>As he unveils the secrets of his lineage and discovers the true potential coursing through his veins, Shi Hao emerges as a transformative figure, capable of shaking the very foundations of the world itself. \")
_full-segment--the-shield-implodes--raw-june-2-2014.webp "The Authority shocks the world by revealing their Plan B as Seth Rollins stabs Roman Reigns and Dean Ambrose in the back and joins The Authority, imploding The Shield in the process: Courtesy of Peacock and WWE Network.")
_winning-eleven-pro-evolution-soccer-2007-online-multiplayer-ps2.webp "https://www.romstation.fr/multiplayer<br/>Play Winning Eleven: Pro Evolution Soccer 2007 online multiplayer on Playstation 2 emulator with RomStation.")
_james-webb-space-telescope39s-view-of-5000-galaxies-in-4k-3d-visualization.webp "Travel back 390 million years after the big bang to the ancient Maisie's Galaxy in this stunning 3D visualization that showcases 5000 galaxies captured by the James Webb Space Telescope. It was created from CEERS (Cosmic Evolution Early Release Science) Survey data.")
_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!\")
_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 \")
_ep165hd-perfect-world-ep-165-multi-sub-um-mundo-perfeito.webp "Subtitle Dutch , French ,German ,Italian,Indonesia ,Polish ,Portuguese ,Spanish ,Swedish, Turkish ,Thai,Tamil ,English , Chinese<br/><br/>Perfect World , Wanmei Shijie ,Wanmei Shijie 2,Perfect World 2,完美世界 2<br/>In a realm unlike any other, where villages vie for supremacy and authority, our protagonist, Shi Hao, emerges as a singular genius, graced by celestial favor despite being born into the direst circumstances. His lineage is shrouded in enigma, concealing a past that holds the key to his destiny. Set against a backdrop of relentless power struggles and primal conflicts, Shi Hao's tale unfurls as a captivating odyssey of ambition and self-discovery.As a beacon of promise within his clan, Shi Hao's potential becomes the focal point of their aspirations. Bound by an unbreakable determination, his family spares no effort in nurturing his cultivation, pushing through perilous encounters with fervent beasts and engaging in fierce rivalries with other clans. The crucible of challenges he faces is an unyielding forge, refining his spirit and abilities as he navigates the treacherous landscape of power dynamics and ancient rivalries.<br/>Shi Hao's journey is a mesmerizing expedition through uncharted territories, his footsteps marking the path towards true greatness. From humble origins, he rises as a formidable force, traversing unexplored domains and confronting the unknown. His unwavering resolve is matched only by his unquenchable thirst for knowledge and strength, propelling him ever closer to his ultimate destiny. Yet, this is a quest not without its sacrifices. The clash of ambitions and the clash of worlds paint a portrait of a hero who must grapple with his own identity and unravel the mysteries that bind him.<br/>As he unveils the secrets of his lineage and discovers the true potential coursing through his veins, Shi Hao emerges as a transformative figure, capable of shaking the very foundations of the world itself. \")
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