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How To Be Prepar For Exams
⏲ 2:15 👁 140K
How To Learn Russian Online? | A Guide For Beginners
⏲ 14 minutes 58 seconds 👁 85.6K
Apps for learning Russian (without Duolingo, YouTube, and Google translate)
⏲ 14 minutes 16 seconds 👁 4.7K
Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Self-studying Russian & notebook flip through
⏲ 15 minutes 41 seconds 👁 11K
How to Learn Russian FAST with the BEST Resources
⏲ 32 seconds 👁 8.7K
Why Knowledge Is Important
⏲ 1:0 👁 75K
Learn 150 Russian Phrases for Absolute Beginners1
⏲ 33 minutes 10 seconds 👁 516.2K
8 Best Russian Learning Apps 2022
⏲ 13 minutes 7 seconds 👁 10.9K
Adam vs samurai in free fire challenge@FantomPro1 @chotavillansks
⏲ 0:27 👁 95K
Why is it still worth learning Russian? | Your Russian 1
⏲ 6 minutes 👁 9.9K
How I Learned Russian
⏲ 14 minutes 2 seconds 👁 109.3K
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_how-to-be-prepar-for-exams.webp "Welcome to our channel dedicated to helping you discover the path to success through learning and developing your professional skills. Whether you are a student looking to bright your career or a working aiming to your field, our videos are designed to provide valuable insights, tips, and resources to help you achieve your goals.")
_how-to-learn-russian-online-124-a-guide-for-beginners.webp "İclal")
_apps-for-learning-russian-without-duolingo-youtube-and-google-translate.webp "Yaroslava Russian")
_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 \")
_self-studying-russian-amp-notebook-flip-through.webp "Zorya")
_how-to-learn-russian-fast-with-the-best-resources.webp "Learn Russian with RussianPod101.com")
_why-knowledge-is-important.webp "Welcome to our channel dedicated to helping you discover the path to success through learning and developing your professional skills. Whether you are a student looking to bright your career or a working aiming to your field, our videos are designed to provide valuable insights, tips, and resources to help you achieve your goals.")
_learn-150-russian-phrases-for-absolute-beginners-1.webp "Russian Level 1")
_8-best-russian-learning-apps-2022.webp "Learn the Russian Language")
_adam-vs-samurai-in-free-fire-challenge-fantompro1-chotavillansks.webp "watch here new Adam vs samurai in free fire challenge@FantomPro1 @chotavillansks.Do follow for watching next")
_why-is-it-still-worth-learning-russian-124-your-russian-1.webp "Your Russian")
_how-i-learned-russian.webp "Steve Kaufmann - lingosteve")
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