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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 \")
⏲ 4:9 👁 75K
_dress-yoga-legs-beginners-exercise-part2.jpg "Beginner Yoga Poses for Legs<br/>Mountain Pose (Tadasana)<br/><br/>Stand with your feet together, arms by your sides.<br/>Distribute your weight evenly across both feet.<br/>Engage your thighs and lift your kneecaps.<br/>Lengthen through the spine and reach the crown of your head towards the ceiling.<br/>Hold for 30 seconds to 1 minute.<br/>Downward-Facing Dog (Adho Mukha Svanasana)<br/><br/>Start on your hands and knees.<br/>Tuck your toes and lift your hips towards the ceiling.<br/>Straighten your legs as much as possible without locking your knees.<br/>Press your heels towards the floor and hold for 1-3 minutes.<br/>Warrior I (Virabhadrasana I)<br/><br/>Stand with your feet wide apart.<br/>Turn your right foot out 90 degrees and your left foot in slightly.<br/>Bend your right knee over your right ankle.<br/>Raise your arms overhead, palms facing each other.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Warrior II (Virabhadrasana II)<br/><br/>From Warrior I, open your hips and shoulders to face the side.<br/>Extend your arms parallel to the floor, palms down.<br/>Look over your right hand.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Triangle Pose (Trikonasana)<br/><br/>Stand with your feet wide apart.<br/>Turn your right foot out 90 degrees and your left foot in slightly.<br/>Extend your arms out to the sides at shoulder height.<br/>Reach forward with your right hand and lower it to your shin or ankle.<br/>Extend your left arm towards the ceiling and look up.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Standing Forward Bend (Uttanasana)<br/><br/>Stand with your feet hip-width apart.<br/>Hinge at your hips and fold forward, keeping your spine long.<br/>Let your head hang and relax your neck.<br/>Hold for 1-2 minutes.<br/>Chair Pose (Utkatasana)<br/><br/>Stand with your feet together.<br/>Bend your knees and lower your hips as if you’re sitting back into a chair.<br/>Raise your arms overhead, palms facing each other.<br/>Hold for 30 seconds to 1 minute.<br/>What to Wear for Yoga<br/>Comfortable, Breathable Clothing:<br/><br/>Wear stretchy, form-fitting clothes that allow you to move freely.<br/>Avoid clothes that are too loose as they might get in the way of your poses.<br/>Yoga Pants or Leggings:<br/><br/>Choose high-waisted leggings or yoga pants that stay in place.<br/>Look for moisture-wicking fabric to keep you dry.<br/>Fitted Top:<br/><br/>Wear a fitted tank top or t-shirt that won’t ride up during poses.<br/>A sports bra with good support is essential for women.<br/>Bare Feet:<br/><br/>Practicing yoga barefoot helps with stability and balance.<br/>If you prefer, you can use yoga socks with grip.<br/>Optional Extras:<br/><br/>A light, breathable jacket or long-sleeve shirt for warm-up or cool-down.<br/>A headband or hair tie to keep hair out of your face.<br/>Tips for a Successful Yoga Practice<br/>Warm-Up: Spend a few minutes warming up to prepare your muscles for stretching.<br/>Listen to Your Body: Never push yourself into a pose. Move into each pose gently and stop if you feel pain.<br/>Breathe: Focus on your breath. Deep, steady breathing helps you relax and stay present.<br/>Stay Hydrated: Drink water before and after your practice.<br/>Practice Regularly: Consistency is key")
⏲ 2:3 👁 75K
_mlb-offering-2-foot-hot-dogs-2-foot-nachos-at-mets-vs-phillies-london-games-124-tmz-sports.jpg "Baseball fans heading out to the MLB's London Series better bring their appetites ... 'cause the league just revealed it's offering up some serious food options for the games -- including 2-foot-long wieners!!")
⏲ 2:45 👁 65K
_youtube-delete-bado-badi-song-after-28-million-views-actress-wajdan-rao-shocking-reaction-viral.jpg "Bado Badi Song : सोशल मीडिया पर एक गाना 'आये हाय ओये होये' काफी ट्रेंड कर रहा है. लोगों को इसमें न सुर दिख रहा, न ताल. बावजूद इसके ये काफी ट्रेंड में है. इंस्टाग्राम पर इसके तमाम रील्स, मीम्स बन रहे हैं. इसमें एक शख्स के साथ एक लड़की को देखा जा सकता है. दोनों गाने पर थिरक रहे हैं. लेकिन अब ये सांग यू ट्यूब ने डिलीट करदिया है। <br/>Bado Badi Song: A song 'Aaye Haye Oye Hoye' is trending a lot on social media. People could see neither tune nor rhythm in it. Despite this, it is quite in trend. Many reels and memes are being made on Instagram. In this, a girl can be seen with a man. Both are dancing to the song. But now YouTube has deleted this song. <br/> <br/> <br/>#BadoBadiSong#chahtfatehalikhan #pakistaninews <br/><br/>~HT.318~PR.115~ED.284~")
⏲ 3:2 👁 3M
_dianas-bike-indian-scout-rogue-in-storm-blue.jpg "https://www.youtube.com/channel/UCL_LHLGKkd4UMb9GwIWEmIw")
⏲ 1:8 👁 410K
_highlightsbattle-of-succession-from-accidentally-married-to-secret-billionaire-miniseries.jpg "HIGHLIGHTSBattle of Succession from Accidentally Married To Secret Billionaire miniseries")
⏲ 14:16 👁 65K
_dress-yoga-legs-beginners-exercise.jpg "Pose: Warrior I (Virabhadrasana I)<br/>Description:<br/>Warrior I is a foundational standing pose that strengthens the legs, opens the hips, and stretches the front of the body. It is an excellent pose for building strength and flexibility in the legs, which is ideal for beginners.<br/><br/>Instructions:<br/>Starting Position:<br/><br/>Begin in Mountain Pose (Tadasana), standing tall with your feet hip-width apart and your arms at your sides.<br/>Step Back:<br/><br/>Take a step back with your left foot, approximately 3-4 feet, and turn your left foot out to a 45-degree angle. Keep your right foot pointing forward.<br/>Bend the Front Knee:<br/><br/>Bend your right knee so that it is directly above your right ankle. Your right thigh should be parallel to the ground. Ensure your knee is not extending past your ankle to protect your joint.<br/>Square the Hips:<br/><br/>Rotate your hips forward so that they are squared with the front of the mat. This may require adjusting the position of your back foot slightly.<br/>Raise the Arms:<br/><br/>On an inhale, raise your arms overhead, with your palms facing each other or touching. Keep your shoulders relaxed and away from your ears.<br/>Lengthen the Spine:<br/><br/>Reach up through your fingertips, lengthening your spine. Engage your core muscles to support your lower back.<br/>Hold the Pose:<br/><br/>Hold the pose for 5-10 breaths, focusing on your balance and the stretch in your legs.<br/>Release:<br/><br/>To release, exhale and step your left foot forward to return to Mountain Pose. Repeat the pose on the opposite side, stepping back with your right foot.<br/>Benefits:<br/>Strengthens: Legs, ankles, feet, and shoulders.<br/>Stretches: Chest, lungs, shoulders, neck, belly, and groin.<br/>Improves: Focus, balance, and stability.<br/>Modifications:<br/>For Balance: If balancing is challenging, practice the pose near a wall or use a chair for support.<br/>For Knee Pain: Place a folded blanket under the back knee for additional cushioning.<br/>For Shoulder Discomfort: Keep your hands on your hips instead of raising them overhead.<br/>Tips for Beginners:<br/>Focus on proper alignment to avoid injury. Use a mirror or ask a friend to check your form.<br/>Keep your breath steady and even, using each inhale to lengthen and each exhale to deepen into the pose.<br/>Gradually increase the duration you hold the pose as your strength and flexibility improve.<br/>By incorporating Warrior I into your yoga routine, you'll develop stronger and more flexible legs, which is a great foundation for more advanced poses and overall fitness.<br/><br/><br/><br/><br/><br/><br/>")
⏲ 2:5 👁 65K
_hot-sexy-girl-in-elevator.jpg "Hot Sexy Girl in Elevator")
⏲ 0:57 👁 60K
_naked-beauty-girl-124-not-my-usual-youtube-content-but-feeling-cute-in-this-revolve-bikini-and-coverup-revolveme.jpg "Naked Beauty Girl <br/>Not my usual YouTube contentbut feeling cute in this @revolve bikini and coverup! #revolveme")
⏲ 0:6 👁 65K
_hitep9-spoiled-by-my-disabled-ceo-drama-miniseries-minidrama-revenge-minidrama-relationship.jpg "HITEP9 Spoiled By My Disabled CEO drama miniseries minidrama revenge minidrama relationship")
⏲ 0:59 👁 225K
_car-racing-cars-model.jpg "Car lovers #cars #model #cardrifting #carraces")
⏲ 0:9 👁 45K
_peaceful-parenting-interview.jpg "Stefan Molyneux joins Ryan in a deep dive on peaceful parenting, exploring the power dynamics and moral philosophy often overlooked in parent-child relationships. Discussing the shift from physical to verbal abuse, they touch on societal impacts and insufficiencies in positive role models. Stefan challenges beliefs on discipline and addresses the importance of self-reflection for parents to nurture empathy in children. The conversation outlines the pillars of peaceful parenting and emphasizes the transmission of ethical values amidst societal influences. Stefan advocates for peaceful parenting as a solution to societal dysfunctions, critiquing reliance on violence in child-rearing, and underscores the need for secular ethics to uphold universal moral standards. Calling for a shift towards peaceful parenting for societal transformation, Stefan highlights its potential to cultivate harmonious communities grounded in peace and voluntary interactions.<br/><br/>Join the PREMIUM philosophy community on the web for free!<br/><br/>NOW AVAILABLE FOR SUBSCRIBERS: MY NEW BOOK 'PEACEFUL PARENTING' - AND THE INTERACTIVE PEACEFUL PARENTING AI AND AUDIOBOOK!<br/><br/>Also get the Truth About the French Revolution, the interactive multi-lingual philosophy AI trained on thousands of hours of my material, private livestreams, premium call in shows, the 22 Part History of Philosophers series and much more!<br/><br/>See you soon!<br/><br/>https://freedomain.locals.com/support/promo/UPB2022")
⏲ 50:53 👁 255K
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_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 \")
_dress-yoga-legs-beginners-exercise-part2.webp "Beginner Yoga Poses for Legs<br/>Mountain Pose (Tadasana)<br/><br/>Stand with your feet together, arms by your sides.<br/>Distribute your weight evenly across both feet.<br/>Engage your thighs and lift your kneecaps.<br/>Lengthen through the spine and reach the crown of your head towards the ceiling.<br/>Hold for 30 seconds to 1 minute.<br/>Downward-Facing Dog (Adho Mukha Svanasana)<br/><br/>Start on your hands and knees.<br/>Tuck your toes and lift your hips towards the ceiling.<br/>Straighten your legs as much as possible without locking your knees.<br/>Press your heels towards the floor and hold for 1-3 minutes.<br/>Warrior I (Virabhadrasana I)<br/><br/>Stand with your feet wide apart.<br/>Turn your right foot out 90 degrees and your left foot in slightly.<br/>Bend your right knee over your right ankle.<br/>Raise your arms overhead, palms facing each other.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Warrior II (Virabhadrasana II)<br/><br/>From Warrior I, open your hips and shoulders to face the side.<br/>Extend your arms parallel to the floor, palms down.<br/>Look over your right hand.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Triangle Pose (Trikonasana)<br/><br/>Stand with your feet wide apart.<br/>Turn your right foot out 90 degrees and your left foot in slightly.<br/>Extend your arms out to the sides at shoulder height.<br/>Reach forward with your right hand and lower it to your shin or ankle.<br/>Extend your left arm towards the ceiling and look up.<br/>Hold for 30 seconds to 1 minute, then switch sides.<br/>Standing Forward Bend (Uttanasana)<br/><br/>Stand with your feet hip-width apart.<br/>Hinge at your hips and fold forward, keeping your spine long.<br/>Let your head hang and relax your neck.<br/>Hold for 1-2 minutes.<br/>Chair Pose (Utkatasana)<br/><br/>Stand with your feet together.<br/>Bend your knees and lower your hips as if you’re sitting back into a chair.<br/>Raise your arms overhead, palms facing each other.<br/>Hold for 30 seconds to 1 minute.<br/>What to Wear for Yoga<br/>Comfortable, Breathable Clothing:<br/><br/>Wear stretchy, form-fitting clothes that allow you to move freely.<br/>Avoid clothes that are too loose as they might get in the way of your poses.<br/>Yoga Pants or Leggings:<br/><br/>Choose high-waisted leggings or yoga pants that stay in place.<br/>Look for moisture-wicking fabric to keep you dry.<br/>Fitted Top:<br/><br/>Wear a fitted tank top or t-shirt that won’t ride up during poses.<br/>A sports bra with good support is essential for women.<br/>Bare Feet:<br/><br/>Practicing yoga barefoot helps with stability and balance.<br/>If you prefer, you can use yoga socks with grip.<br/>Optional Extras:<br/><br/>A light, breathable jacket or long-sleeve shirt for warm-up or cool-down.<br/>A headband or hair tie to keep hair out of your face.<br/>Tips for a Successful Yoga Practice<br/>Warm-Up: Spend a few minutes warming up to prepare your muscles for stretching.<br/>Listen to Your Body: Never push yourself into a pose. Move into each pose gently and stop if you feel pain.<br/>Breathe: Focus on your breath. Deep, steady breathing helps you relax and stay present.<br/>Stay Hydrated: Drink water before and after your practice.<br/>Practice Regularly: Consistency is key")
_mlb-offering-2-foot-hot-dogs-2-foot-nachos-at-mets-vs-phillies-london-games-124-tmz-sports.webp "Baseball fans heading out to the MLB's London Series better bring their appetites ... 'cause the league just revealed it's offering up some serious food options for the games -- including 2-foot-long wieners!!")
_youtube-delete-bado-badi-song-after-28-million-views-actress-wajdan-rao-shocking-reaction-viral.webp "Bado Badi Song : सोशल मीडिया पर एक गाना 'आये हाय ओये होये' काफी ट्रेंड कर रहा है. लोगों को इसमें न सुर दिख रहा, न ताल. बावजूद इसके ये काफी ट्रेंड में है. इंस्टाग्राम पर इसके तमाम रील्स, मीम्स बन रहे हैं. इसमें एक शख्स के साथ एक लड़की को देखा जा सकता है. दोनों गाने पर थिरक रहे हैं. लेकिन अब ये सांग यू ट्यूब ने डिलीट करदिया है। <br/>Bado Badi Song: A song 'Aaye Haye Oye Hoye' is trending a lot on social media. People could see neither tune nor rhythm in it. Despite this, it is quite in trend. Many reels and memes are being made on Instagram. In this, a girl can be seen with a man. Both are dancing to the song. But now YouTube has deleted this song. <br/> <br/> <br/>#BadoBadiSong#chahtfatehalikhan #pakistaninews <br/><br/>~HT.318~PR.115~ED.284~")
_dianas-bike-indian-scout-rogue-in-storm-blue.webp "https://www.youtube.com/channel/UCL_LHLGKkd4UMb9GwIWEmIw")
_highlightsbattle-of-succession-from-accidentally-married-to-secret-billionaire-miniseries.webp "HIGHLIGHTSBattle of Succession from Accidentally Married To Secret Billionaire miniseries")
_dress-yoga-legs-beginners-exercise.webp "Pose: Warrior I (Virabhadrasana I)<br/>Description:<br/>Warrior I is a foundational standing pose that strengthens the legs, opens the hips, and stretches the front of the body. It is an excellent pose for building strength and flexibility in the legs, which is ideal for beginners.<br/><br/>Instructions:<br/>Starting Position:<br/><br/>Begin in Mountain Pose (Tadasana), standing tall with your feet hip-width apart and your arms at your sides.<br/>Step Back:<br/><br/>Take a step back with your left foot, approximately 3-4 feet, and turn your left foot out to a 45-degree angle. Keep your right foot pointing forward.<br/>Bend the Front Knee:<br/><br/>Bend your right knee so that it is directly above your right ankle. Your right thigh should be parallel to the ground. Ensure your knee is not extending past your ankle to protect your joint.<br/>Square the Hips:<br/><br/>Rotate your hips forward so that they are squared with the front of the mat. This may require adjusting the position of your back foot slightly.<br/>Raise the Arms:<br/><br/>On an inhale, raise your arms overhead, with your palms facing each other or touching. Keep your shoulders relaxed and away from your ears.<br/>Lengthen the Spine:<br/><br/>Reach up through your fingertips, lengthening your spine. Engage your core muscles to support your lower back.<br/>Hold the Pose:<br/><br/>Hold the pose for 5-10 breaths, focusing on your balance and the stretch in your legs.<br/>Release:<br/><br/>To release, exhale and step your left foot forward to return to Mountain Pose. Repeat the pose on the opposite side, stepping back with your right foot.<br/>Benefits:<br/>Strengthens: Legs, ankles, feet, and shoulders.<br/>Stretches: Chest, lungs, shoulders, neck, belly, and groin.<br/>Improves: Focus, balance, and stability.<br/>Modifications:<br/>For Balance: If balancing is challenging, practice the pose near a wall or use a chair for support.<br/>For Knee Pain: Place a folded blanket under the back knee for additional cushioning.<br/>For Shoulder Discomfort: Keep your hands on your hips instead of raising them overhead.<br/>Tips for Beginners:<br/>Focus on proper alignment to avoid injury. Use a mirror or ask a friend to check your form.<br/>Keep your breath steady and even, using each inhale to lengthen and each exhale to deepen into the pose.<br/>Gradually increase the duration you hold the pose as your strength and flexibility improve.<br/>By incorporating Warrior I into your yoga routine, you'll develop stronger and more flexible legs, which is a great foundation for more advanced poses and overall fitness.<br/><br/><br/><br/><br/><br/><br/>")
_hot-sexy-girl-in-elevator.webp "Hot Sexy Girl in Elevator")
_naked-beauty-girl-124-not-my-usual-youtube-content-but-feeling-cute-in-this-revolve-bikini-and-coverup-revolveme.webp "Naked Beauty Girl <br/>Not my usual YouTube contentbut feeling cute in this @revolve bikini and coverup! #revolveme")
_hitep9-spoiled-by-my-disabled-ceo-drama-miniseries-minidrama-revenge-minidrama-relationship.webp "HITEP9 Spoiled By My Disabled CEO drama miniseries minidrama revenge minidrama relationship")
_car-racing-cars-model.webp "Car lovers #cars #model #cardrifting #carraces")
_peaceful-parenting-interview.webp "Stefan Molyneux joins Ryan in a deep dive on peaceful parenting, exploring the power dynamics and moral philosophy often overlooked in parent-child relationships. Discussing the shift from physical to verbal abuse, they touch on societal impacts and insufficiencies in positive role models. Stefan challenges beliefs on discipline and addresses the importance of self-reflection for parents to nurture empathy in children. The conversation outlines the pillars of peaceful parenting and emphasizes the transmission of ethical values amidst societal influences. Stefan advocates for peaceful parenting as a solution to societal dysfunctions, critiquing reliance on violence in child-rearing, and underscores the need for secular ethics to uphold universal moral standards. Calling for a shift towards peaceful parenting for societal transformation, Stefan highlights its potential to cultivate harmonious communities grounded in peace and voluntary interactions.<br/><br/>Join the PREMIUM philosophy community on the web for free!<br/><br/>NOW AVAILABLE FOR SUBSCRIBERS: MY NEW BOOK 'PEACEFUL PARENTING' - AND THE INTERACTIVE PEACEFUL PARENTING AI AND AUDIOBOOK!<br/><br/>Also get the Truth About the French Revolution, the interactive multi-lingual philosophy AI trained on thousands of hours of my material, private livestreams, premium call in shows, the 22 Part History of Philosophers series and much more!<br/><br/>See you soon!<br/><br/>https://freedomain.locals.com/support/promo/UPB2022")
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