_review-lg-velvet-5g-android-smartphone-in-2023-underrated-beautiful-design-preview-1.jpg "REVIEW: LG Velvet 5G Android Smartphone in 2023 - Underrated, Beautiful Design! from lg velvet 5g review Video Screenshot Preview 1")
Gallery_review-lg-velvet-5g-android-smartphone-in-2023-underrated-beautiful-design-preview-3.jpg "REVIEW: LG Velvet 5G Android Smartphone in 2023 - Underrated, Beautiful Design! from lg velvet 5g review Video Screenshot Preview 3")
Gallery_review-lg-velvet-5g-android-smartphone-in-2023-underrated-beautiful-design-preview-hqdefault.jpg "REVIEW: LG Velvet 5G Android Smartphone in 2023 - Underrated, Beautiful Design! from lg velvet 5g review Video Screenshot Preview hqdefault")
GalleryPlay Video:
(Note: The default playback of the video is HD VERSION. If your browser is buffering the video slowly, please play the REGULAR MP4 VERSION or Open The Video below for better experience. Thank you!)
Jump To Video Parts
⏲ Duration: 14 minutes 5 seconds
👁 View: 34.5K times
Play Audio:👁 View: 34.5K times
Description:
OSReviews
OSReviews
Share with your friends:
Whatsapp | Viber | Telegram | Line | SMS
Email | Twitter | Reddit | Tumblr | Pinterest
Related Videos
_china39s-state-backed-fund-aims-to-propel-tech-self-sufficiency-with-3647-5-billion-investment.webp "China has established a $47.5 billion state-backed fund as its third and largest phase of investing in the semiconductor industry. The \")
⏲ 0:41 👁 335K
_long-live-lg-lg-velvet-5g-worth-it-in-2023-real-world-review.webp "Real World Review")
_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 \")
_lg-velvet-lg-shakes-things-up-with-new-5g-phone.webp "CNET")
_review-lg-velvet-5g-android-smartphone-in-2023-underrated-beautiful-design.webp "OSReviews")
⏲ 14 minutes 5 seconds 👁 34.5K
_china39s-state-backed-fund-aims-to-propel-tech-self-sufficiency-with-3647-5-billion-investment.jpg)
_long-live-lg-lg-velvet-5g-worth-it-in-2023-real-world-review.jpg)
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.jpg)
_lg-velvet-lg-shakes-things-up-with-new-5g-phone.jpg)
_review-lg-velvet-5g-android-smartphone-in-2023-underrated-beautiful-design.jpg)
![[+]](/images/menu.gif){kind=small}