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_abc-song-124-abc-phonics-song-124-toddlers-learning-video-songs-124-alphabet-song-124-nursery-rhymes.jpg "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
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_abc-phonics-song-124-abc-song-124-toddlers-learning-videos-abcsong.jpg "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
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_meet-the-men-from-the-bachelorette-with-jenn-tran.jpg "It’s time to meet the men from the ABC popular dating reality series, The Bachelorette Season 21, featuring Jenn Tran. Hosted by Jesse Palmer, this season promises excitement, drama, and romance. Tune in to The Bachelorette starting July 8, 2024 on ABC!<br/><br/>The Bachelorette Host:<br/><br/>Jesse Palmer<br/><br/>Stream The Bachelorette July 8, 2024 on ABC and Hulu!")
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_how-to-teach-children-to-ride-a-bike-in-45-minutes.jpg "Tips on how to teach your children to ride a bike.")
⏲ 8:57 👁 105K
_abc-phonics-song-124-abc-song-124-toddler-videos.jpg "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
⏲ 3:52 👁 450K
_mrs-bobby-nash-on-the-season-finale-of-abc39s-9-1-1.jpg "Explore the gripping \")
⏲ 2:21 👁 305K
_a-beauty39s-plan-ep-12-english-sub.jpg "A Beauty's Plan -EP 12 English SUB")
⏲ 15:21 👁 385K
_mayas-stepfather-sexually-abused-her-when-she-was-a-teenager-but-a-wa-judge-wont-grant-an-extension-on-a-restraining-ord.jpg "Figures obtained by the ABC show about one-fifth of family violence restraining order applications were dismissed by WA courts in the first four months of this year. Among them is Perth woman, who wants to be known as Maya, who says she was repeatedly raped by her stepfather as a teenager. She obtained an F-VRO in 2021 and sought to extend it but was knocked back.")
⏲ 2:3 👁 95K
_duke-with-benefits-maid-on-a-mission-p3-nova-media-red-media-nova-media.jpg "Duke With Benefits - Maid on a Mission P3 - Nova Media - Red Media - Nova Media")
⏲ 42:37 👁 500K
_nt-icac-commissioner-agreed-to-pay-wife-3620k-at-same-time-she-withdrew-dv-order-against-him.jpg "The ABC has obtained documents revealing that the Northern Territory's Anti-Corruption Commissioner agreed to pay his estranged wife $20,000 at the same time she withdrew a domestic violence order against him. Emails show Michael Riches' lawyers suggested such an order would have jeopardised his employment and forced him to resign from his ICAC role. Sitting down with the ABC, Jennifer Riches says the alleged emotional abuse drove her to take action and leave the Territory.")
⏲ 2:12 👁 640K
_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
_more-americans-agree-with-trumps-guilty-verdicts-than-disagree.jpg "A new poll from ABC News and Ipsos found that 50% of Americans agree with the verdict in former president Trump’s criminal trial, as opposed to only 27% who disagree. Veuer’s Matt Hoffman has the story.")
⏲ 0:55 👁 6M
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_abc-song-124-abc-phonics-song-124-toddlers-learning-video-songs-124-alphabet-song-124-nursery-rhymes.webp "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
_abc-phonics-song-124-abc-song-124-toddlers-learning-videos-abcsong.webp "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
_meet-the-men-from-the-bachelorette-with-jenn-tran.webp "It’s time to meet the men from the ABC popular dating reality series, The Bachelorette Season 21, featuring Jenn Tran. Hosted by Jesse Palmer, this season promises excitement, drama, and romance. Tune in to The Bachelorette starting July 8, 2024 on ABC!<br/><br/>The Bachelorette Host:<br/><br/>Jesse Palmer<br/><br/>Stream The Bachelorette July 8, 2024 on ABC and Hulu!")
_how-to-teach-children-to-ride-a-bike-in-45-minutes.webp "Tips on how to teach your children to ride a bike.")
_abc-phonics-song-124-abc-song-124-toddler-videos.webp "Welcome to Kids Basic Education!<br/><br/>Our channel is dedicated to making education exciting and accessible for young minds. <br/><br/>We offer a wide range of educational videos designed to help kids learn and grow.<br/>Subscribe and hit the bell icon to never miss an update.<br/><br/> Subscribe Now and Let's Learn Together!")
_mrs-bobby-nash-on-the-season-finale-of-abc39s-9-1-1.webp "Explore the gripping \")
_a-beauty39s-plan-ep-12-english-sub.webp "A Beauty's Plan -EP 12 English SUB")
_mayas-stepfather-sexually-abused-her-when-she-was-a-teenager-but-a-wa-judge-wont-grant-an-extension-on-a-restraining-ord.webp "Figures obtained by the ABC show about one-fifth of family violence restraining order applications were dismissed by WA courts in the first four months of this year. Among them is Perth woman, who wants to be known as Maya, who says she was repeatedly raped by her stepfather as a teenager. She obtained an F-VRO in 2021 and sought to extend it but was knocked back.")
_duke-with-benefits-maid-on-a-mission-p3-nova-media-red-media-nova-media.webp "Duke With Benefits - Maid on a Mission P3 - Nova Media - Red Media - Nova Media")
_nt-icac-commissioner-agreed-to-pay-wife-3620k-at-same-time-she-withdrew-dv-order-against-him.webp "The ABC has obtained documents revealing that the Northern Territory's Anti-Corruption Commissioner agreed to pay his estranged wife $20,000 at the same time she withdrew a domestic violence order against him. Emails show Michael Riches' lawyers suggested such an order would have jeopardised his employment and forced him to resign from his ICAC role. Sitting down with the ABC, Jennifer Riches says the alleged emotional abuse drove her to take action and leave the Territory.")
_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 \")
_more-americans-agree-with-trumps-guilty-verdicts-than-disagree.webp "A new poll from ABC News and Ipsos found that 50% of Americans agree with the verdict in former president Trump’s criminal trial, as opposed to only 27% who disagree. Veuer’s Matt Hoffman has the story.")
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