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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Sum 41 Fatlip Guitar Lesson + Tutorial
⏲ 14 minutes 50 seconds 👁 75.4K
Sum 41 - Landmines (Official Music Video)
⏲ 3 minutes 12 seconds 👁 2.6M
Duke With Benefits - Maid on a Mission P3 - Nova Media - Red Media - Nova Media
⏲ 42:37 👁 60K
|#Sum Genius|👍best ever board game for kids |knowledgeable game|
⏲ 3 minutes 19 seconds 👁 1K
Guitar Lesson: Learn how to play Sum 41 - Fat Lip
⏲ 1 minute 49 seconds 👁 2.4K
These Billionaire VCs Are The World's Most Powerful Investors | Inside The Forbes Midas List
⏲ 10:48 👁 195K
SumGenius - Gameplay
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Iggy Pop feat. Sum 41 - Little Know It All
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Duke With Benefits - Maid on a Mission P3 - Nova Media - Red Media
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Homeschool Games || Gameschooling || Our Favorite Learning Games || Sum Swamp ||Sight Swat ||
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Sum Swamp™ Addition & Subtraction Game
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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 \")
_sum-41-fatlip-guitar-lesson-tutorial.webp "Marty Music")
_sum-41-landmines-official-music-video.webp "Sum 41")
_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")
_124sum-genius124best-ever-board-game-for-kids-124knowledgeable-game124.webp "Unique Gamer")
_guitar-lesson-learn-how-to-play-sum-41-fat-lip.webp "TotalGuitar")
_these-billionaire-vcs-are-the-world39s-most-powerful-investors-124-inside-the-forbes-midas-list.webp "A meteoric rise for AI startup valuations and a smattering of IPOs, old and new, signal the beginning of a changing of the guard atop the Midas List, Forbes’ ranking of the world’s top venture capitalists.<br/><br/>Produced in partnership with TrueBridge Capital Partners, the 23rd annual Midas List sees the return of investor Alfred Lin to its top spot. The Sequoia partner retakes No. 1 after two years with a portfolio bookended by a 2020 IPO in its last year of eligibility — Airbnb — and one of 2024’s few newer offerings — Reddit. Lin also gets a boost from ChatGPT maker OpenAI, where he played a role in returning CEO Sam Altman to power after a brief coup attempt in 2023.<br/><br/>The AI unicorn, recently valued at $86 billion, helps 7 investors onto Midas overall. They include early backer Vinod Khosla of Khosla Ventures, who moves up a whopping 76 slots to No. 9 on this year’s list. (And that doesn’t count fellow billionaires No. 8 Reid Hoffman, who invested in OpenAI through his foundation, or No. 36 Marc Andreessen, whose firm has also purchased shares.)<br/><br/>You’ll find other AI standouts, such as Anthropic and Cohere, sprinkled throughout. But it’s the soaring valuation of Elon Musk’s space business, SpaceX, that helps DFJ Growth investor Randy Glein return the list at No. 14 after a decade away, one of 8 investors to reappear on Midas after dropping off. They’re joined by six newcomers, including No. 91 Trae Stephens, who cofounded and then backed defense tech unicorn Anduril for Founders Fund, and No. 98 Wesley Chan of FPV Ventures, an early Canva investor.<br/><br/>The 2024 Midas List features 13 women investors, matching 2021’s record number. They include No. 99 Annabelle Yu Long, a China-based newcomer at BAI Capital, and No. 86 Annie Lamont, Connecticut’s First Lady and cofounder of Oak HC/FT, appearing for the fifth time, but her first in nine years.<br/><br/>A data-driven ranking, the Midas List is produced annually from a combination of public data sources and the submissions of hundreds of investment partners across dozens of firms. To qualify, investors are ranked by portfolio companies that have gone public or been acquired for at least $200 million in the past five years, or that have at least doubled their private valuation to $400 million or more over the same period. Forbes and TrueBridge allow firms to share credit for a deal between up to two investors, and put a premium on liquid exits over unrealized returns. Early stage investors who deliver large multiples on money invested, and later-stage investors who return large sums of cash, can both make the list. Top Midas investors typically achieve both, across a dozen or more eligible investments.<br/><br/>0:00 Introduction<br/>0:48 What Is The Major Shift Of The Forbes Midas 2024 List?<br/>3:11 What Top AI Innovators Are On This Year's List?<br/>6:49 Women In Tech: Are There More Women Present On The Midas 2024 List<br/>9:20 What Surprises Were Discovered When Building The Midas 2024 List<br/><br/>Read the full story on Forbes: https://ww")
_sumgenius-gameplay.webp "Funskool Official")
_iggy-pop-feat-sum-41-little-know-it-all.webp "Iggy Pop Official")
_duke-with-benefits-maid-on-a-mission-p3-nova-media-red-media.webp "Duke With Benefits - Maid on a Mission P3 - Nova Media - Red Media")
_homeschool-games-124124-gameschooling-124124-our-favorite-learning-games-124124-sum-swamp-124124-sight-swat-124124.webp "Knowledge By Nature")
_sum-swamp-addition-amp-subtraction-game.webp "Learning Resources Inc")
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