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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Brain-Machine Interface (BMI) Technologies
⏲ 5:48 👁 150K
Is Renting Out Your Property Even Worth It?
⏲ 1:25 👁 130K
It’s A Snake Eat Snake World Out There
⏲ 1:23 👁 1.1M
OTD In Space – June 1: Endeavour’s Final Touchdown
⏲ 1:18 👁 670K
Top 10 Disturbing Origins of Movie Characters
⏲ 10:46 👁 60K
Mum says having Tourettes has made her a better parent
⏲ 3:53 👁 210K
Daro de Ibrahim || most beautiful voice ||Islamic world share please
⏲ 0:30 👁 60K
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_session-17-deployment-of-machine-learning-models-in-open-ran-networks.jpg "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
_brain-machine-interface-bmi-technologies.jpg "Brain-Machine Interface (BMI) Technologies: Revolutionizing Human-Technology Interaction<br/><br/>Brain-Machine Interface (BMI) technologies, championed by companies like Neuralink, are at the forefront of transforming how humans interact with technology. Founded by Elon Musk, Neuralink aims to develop sophisticated brain-computer interfaces that promise to revolutionize communication, enhance human capabilities, and push the boundaries of artificial intelligence (AI). However, as with any groundbreaking technology, BMIs come with a host of ethical, societal, and practical concerns that need careful consideration.<br/><br/>Neuralink: A Leading Player in BMI Technology<br/><br/>Neuralink stands out as a pioneer in the field of brain-machine interfaces. The company’s ambitious goals extend beyond medical applications, aspiring to enhance human capabilities and integrate AI seamlessly with human cognition. The vision includes enabling people to communicate sensations, emotions, and memories through targeted neural stimulation, potentially transforming our interaction with technology and each other.<br/><br/>Ethical Dilemmas: Privacy and Autonomy at Stake<br/><br/>The concept of merging human minds with technology raises significant ethical and societal dilemmas. One of the foremost concerns is privacy. The idea that an entity—be it a government or corporation—could access and interpret our thoughts is disconcerting. This potential for privacy breaches underscores the need for stringent ethical guidelines to govern the use of BMIs.<br/><br/>Additionally, there is the risk of manipulation. If thoughts and sensations can be influenced through BMIs, the technology could be misused to control or coerce individuals, raising questions about autonomy and consent. Establishing robust safeguards and ethical frameworks is crucial to ensure that BMI technology is used responsibly and ethically.<br/><br/>Beyond Medicine: Enhancing Human Capabilities<br/><br/>While BMIs hold promise for medical advancements, such as treating neurological disorders and physical disabilities, their potential applications extend far beyond healthcare. BMIs could pave the way for enhanced human experiences and cognitive abilities, creating immersive virtual environments and direct brain-to-brain communication.<br/><br/>Imagine a future where knowledge can be directly uploaded into the brain, revolutionizing education and skill acquisition. Or consider virtual reality experiences that are so immersive they feel as real as physical presence. These possibilities are both exciting and fraught with ethical considerations, particularly concerning dependency and the potential for misuse.<br/>")
_is-renting-out-your-property-even-worth-it.jpg "With interest rates continuing to rise, you might be wondering if it's a good time to rent out your home. And if you're going to rent it out, how much can you make?<br/><br/>Rather than undertaking a potentially lengthy selling process and sacrificing an optimal mortgage rate, you might consider renting out your old place instead. Is renting out your property even worth it? We’ll examine how much you could make by renting out your home.")
_its-a-snake-eat-snake-world-out-there.jpg "Hungry snake caught swallowing another, even bigger snake headfirst. <br/><br/>Many species of snakes are capable of swallowing prey much larger than themselves, such as deer, cows and even humans. However, this behavior does not typically include bigger snakes because when snakes do eat each other, which is common, it is normally the bigger snakes who eat the smaller ones.")
_otd-in-space-june-1-endeavours-final-touchdown.jpg "On June 1, 2011, NASA's space shuttle Endeavor touched down safely for the final time at the Kennedy Space Center in Florida after spending 299 days in space throughout the course of its 25 flights.<br/><br/>Endeavour was built as a replacement for the shuttle Challenger, which was lost in the 1986 accident that also killed its seven-astronaut crew. Congress authorized the construction of Endeavour in 1987, and the orbiter first blasted off in 1992. Its final launch occurred on May 16, 2011, sending a six-member crew into orbit on NASA's STS-134 mission. This last mission delivered the Express Logistics Carrier-3 and the $1.1 billion Alpha Magnetic Spectrometer to the International Space Station. Endeavour had many successful missions during its run, one of the most famous being the start of construction on the ISS. The 1998 mission took the U.S. Unity node, or the passageway that connects the working and living modules, to space and joined it to the Russian Zarya module, which was already in orbit. This attachment led to it becoming an international space station. Currently, Endeavour sits in the California Science Center in Los Angeles as a year-round exhibit.")
_top-10-disturbing-origins-of-movie-characters.jpg "Everybody's got some skeletons in the closet... sometimes literally! Welcome to WatchMojo, and today we’re counting down our picks for the creepiest and most unsettling real-life inspirations behind some iconic movie characters. Fair warning, this list does contain spoilers.")
_mum-says-having-tourettes-has-made-her-a-better-parent.jpg "A mother who suffers from Tourette's says the condition has made her a better mother.<br/><br/>Colleen Montez, 30, was diagnosed with Tourette's syndrome in 2021, when her son Gavin was just seven and her daughter Gracie two.<br/><br/>Colleen doesn't have verbal tics but manages motor tics which affect her face, neck, shoulders, elbows and legs on a daily basis.<br/><br/>Despite the challenges, Colleen says that her experience has meant that she has better insight into what her children need, especially Gavin, who is neurodivergent.<br/><br/>Colleen, a teacher from Georgetown, Texas, said: \")
_daro-de-ibrahim-124124-most-beautiful-voice-124124islamic-world-share-please.jpg "Daro de Ibrahim most beautiful voice <br/>\")
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.webp "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
_brain-machine-interface-bmi-technologies.webp "Brain-Machine Interface (BMI) Technologies: Revolutionizing Human-Technology Interaction<br/><br/>Brain-Machine Interface (BMI) technologies, championed by companies like Neuralink, are at the forefront of transforming how humans interact with technology. Founded by Elon Musk, Neuralink aims to develop sophisticated brain-computer interfaces that promise to revolutionize communication, enhance human capabilities, and push the boundaries of artificial intelligence (AI). However, as with any groundbreaking technology, BMIs come with a host of ethical, societal, and practical concerns that need careful consideration.<br/><br/>Neuralink: A Leading Player in BMI Technology<br/><br/>Neuralink stands out as a pioneer in the field of brain-machine interfaces. The company’s ambitious goals extend beyond medical applications, aspiring to enhance human capabilities and integrate AI seamlessly with human cognition. The vision includes enabling people to communicate sensations, emotions, and memories through targeted neural stimulation, potentially transforming our interaction with technology and each other.<br/><br/>Ethical Dilemmas: Privacy and Autonomy at Stake<br/><br/>The concept of merging human minds with technology raises significant ethical and societal dilemmas. One of the foremost concerns is privacy. The idea that an entity—be it a government or corporation—could access and interpret our thoughts is disconcerting. This potential for privacy breaches underscores the need for stringent ethical guidelines to govern the use of BMIs.<br/><br/>Additionally, there is the risk of manipulation. If thoughts and sensations can be influenced through BMIs, the technology could be misused to control or coerce individuals, raising questions about autonomy and consent. Establishing robust safeguards and ethical frameworks is crucial to ensure that BMI technology is used responsibly and ethically.<br/><br/>Beyond Medicine: Enhancing Human Capabilities<br/><br/>While BMIs hold promise for medical advancements, such as treating neurological disorders and physical disabilities, their potential applications extend far beyond healthcare. BMIs could pave the way for enhanced human experiences and cognitive abilities, creating immersive virtual environments and direct brain-to-brain communication.<br/><br/>Imagine a future where knowledge can be directly uploaded into the brain, revolutionizing education and skill acquisition. Or consider virtual reality experiences that are so immersive they feel as real as physical presence. These possibilities are both exciting and fraught with ethical considerations, particularly concerning dependency and the potential for misuse.<br/>")
_is-renting-out-your-property-even-worth-it.webp "With interest rates continuing to rise, you might be wondering if it's a good time to rent out your home. And if you're going to rent it out, how much can you make?<br/><br/>Rather than undertaking a potentially lengthy selling process and sacrificing an optimal mortgage rate, you might consider renting out your old place instead. Is renting out your property even worth it? We’ll examine how much you could make by renting out your home.")
_its-a-snake-eat-snake-world-out-there.webp "Hungry snake caught swallowing another, even bigger snake headfirst. <br/><br/>Many species of snakes are capable of swallowing prey much larger than themselves, such as deer, cows and even humans. However, this behavior does not typically include bigger snakes because when snakes do eat each other, which is common, it is normally the bigger snakes who eat the smaller ones.")
_otd-in-space-june-1-endeavours-final-touchdown.webp "On June 1, 2011, NASA's space shuttle Endeavor touched down safely for the final time at the Kennedy Space Center in Florida after spending 299 days in space throughout the course of its 25 flights.<br/><br/>Endeavour was built as a replacement for the shuttle Challenger, which was lost in the 1986 accident that also killed its seven-astronaut crew. Congress authorized the construction of Endeavour in 1987, and the orbiter first blasted off in 1992. Its final launch occurred on May 16, 2011, sending a six-member crew into orbit on NASA's STS-134 mission. This last mission delivered the Express Logistics Carrier-3 and the $1.1 billion Alpha Magnetic Spectrometer to the International Space Station. Endeavour had many successful missions during its run, one of the most famous being the start of construction on the ISS. The 1998 mission took the U.S. Unity node, or the passageway that connects the working and living modules, to space and joined it to the Russian Zarya module, which was already in orbit. This attachment led to it becoming an international space station. Currently, Endeavour sits in the California Science Center in Los Angeles as a year-round exhibit.")
_top-10-disturbing-origins-of-movie-characters.webp "Everybody's got some skeletons in the closet... sometimes literally! Welcome to WatchMojo, and today we’re counting down our picks for the creepiest and most unsettling real-life inspirations behind some iconic movie characters. Fair warning, this list does contain spoilers.")
_mum-says-having-tourettes-has-made-her-a-better-parent.webp "A mother who suffers from Tourette's says the condition has made her a better mother.<br/><br/>Colleen Montez, 30, was diagnosed with Tourette's syndrome in 2021, when her son Gavin was just seven and her daughter Gracie two.<br/><br/>Colleen doesn't have verbal tics but manages motor tics which affect her face, neck, shoulders, elbows and legs on a daily basis.<br/><br/>Despite the challenges, Colleen says that her experience has meant that she has better insight into what her children need, especially Gavin, who is neurodivergent.<br/><br/>Colleen, a teacher from Georgetown, Texas, said: \")
_daro-de-ibrahim-124124-most-beautiful-voice-124124islamic-world-share-please.webp "Daro de Ibrahim most beautiful voice <br/>\")
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