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TVET open to all regardless of academic results, says Zahid
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Open angle and closure angle glucoma yw opthalmology
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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Exclusive: Debattama Saha opens up on Issues shown in ‘Krishna Mohini’
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10 Rarest & Most Valuable PS3 Games You Might Own
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Late finishes are 'not healthy' for players - Gauff
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10 Worst RPG Video Games
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Alcaraz wants to follow Nadal's legacy by winning the French Open
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_tvet-open-to-all-regardless-of-academic-results-says-zahid.jpg "Technical and vocational education and training (TVET) is open to all regardless of academic qualifications, says Datuk Seri Dr Ahmad Zahid Hamidi.<br/><br/>The Deputy Prime Minister told a press conference at the Kuala Langat Industrial Training Institute on Friday (June 7) that possessing 3M skills (reading, writing and counting) was sufficient if intending to enrol for TVET courses.<br/><br/>Ahmad Zahid, who is the National TVET Council chairman, said it was only right for Malaysia to follow in the footsteps of developed countries such as Japan where TVET was the first choice for school leavers.<br/><br/>Read more at https://tinyurl.com/4ftmy2uf<br/><br/>WATCH MORE: https://thestartv.com/c/news<br/>SUBSCRIBE: https://cutt.ly/TheStar<br/>LIKE: https://fb.com/TheStarOnline")
_open-angle-and-closure-angle-glucoma-yw-opthalmology.jpg "Open angle and closure angle glucoma yw opthalmology from open dance video")
_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 \")
_exclusive-debattama-saha-opens-up-on-issues-shown-in-krishna-mohini.jpg "Actor and Singer Debattama Saha recently had an exclusive interview with IANS, wherein she talked about the social issues touched in her ongoing TV show ‘Krishna Mohini’. On being asked of her views about Gender Identity issues shown in the show, Debattama said, ‘It is good that these social issues are being shown and talked about through the show. It is important to open up to be able to connect to the young generation.’<br/><br/> #debattamasaha #krishnamohini #debattamasahaserial #debattamasahakrishnamohini #debattamasahaviralvideo #ians #exclusiveinterview #interview #bollywood #entertainment #trending #viralvideo #trendingserials")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.jpg "10 Rarest & Most Valuable PS3 Games You Might Own from open dance video")
_late-finishes-are-39not-healthy39-for-players-gauff.jpg "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
_10-worst-rpg-video-games.jpg "There are much better ways to spend 100 hours.")
_alcaraz-wants-to-follow-nadal39s-legacy-by-winning-the-french-open.jpg "Carlos Alcaraz wants to emulate Spanish icons like Rafa Nadal and win the French Open following semi-final win")
_tvet-open-to-all-regardless-of-academic-results-says-zahid.webp "Technical and vocational education and training (TVET) is open to all regardless of academic qualifications, says Datuk Seri Dr Ahmad Zahid Hamidi.<br/><br/>The Deputy Prime Minister told a press conference at the Kuala Langat Industrial Training Institute on Friday (June 7) that possessing 3M skills (reading, writing and counting) was sufficient if intending to enrol for TVET courses.<br/><br/>Ahmad Zahid, who is the National TVET Council chairman, said it was only right for Malaysia to follow in the footsteps of developed countries such as Japan where TVET was the first choice for school leavers.<br/><br/>Read more at https://tinyurl.com/4ftmy2uf<br/><br/>WATCH MORE: https://thestartv.com/c/news<br/>SUBSCRIBE: https://cutt.ly/TheStar<br/>LIKE: https://fb.com/TheStarOnline")
_open-angle-and-closure-angle-glucoma-yw-opthalmology.webp "Open angle and closure angle glucoma yw opthalmology from open dance video")
_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 \")
_exclusive-debattama-saha-opens-up-on-issues-shown-in-krishna-mohini.webp "Actor and Singer Debattama Saha recently had an exclusive interview with IANS, wherein she talked about the social issues touched in her ongoing TV show ‘Krishna Mohini’. On being asked of her views about Gender Identity issues shown in the show, Debattama said, ‘It is good that these social issues are being shown and talked about through the show. It is important to open up to be able to connect to the young generation.’<br/><br/> #debattamasaha #krishnamohini #debattamasahaserial #debattamasahakrishnamohini #debattamasahaviralvideo #ians #exclusiveinterview #interview #bollywood #entertainment #trending #viralvideo #trendingserials")
_10-rarest-amp-most-valuable-ps3-games-you-might-own.webp "10 Rarest & Most Valuable PS3 Games You Might Own from open dance video")
_late-finishes-are-39not-healthy39-for-players-gauff.webp "Coco Gauff says that finishing matches in the early hours of the morning is not healthy for the players.")
_10-worst-rpg-video-games.webp "There are much better ways to spend 100 hours.")
_alcaraz-wants-to-follow-nadal39s-legacy-by-winning-the-french-open.webp "Carlos Alcaraz wants to emulate Spanish icons like Rafa Nadal and win the French Open following semi-final win")
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