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Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
COEFICIENTE DE CORRELAÇÃO LINEAR ✅ EP 1
⏲ 8 minutes 38 seconds 👁 107.6K
Linear Equations - Algebra
⏲ 32 minutes 5 seconds 👁 939K
From Trash to Treasure | House of What?! Clip | EarthX
⏲ 1:8 👁 25K
Intro to Linear Programming
⏲ 14 minutes 23 seconds 👁 88.3K
How to draw graph of the Linear Equation y=2x+3 #math #tutor #mathtrick #learning #shorts #graph
⏲ 46 seconds 👁 83.9K
Survival of the Fittest | Guardians Clip | EarthX
⏲ 1:41 👁 60K
Graphs of linear equations | Linear equations and functions | 8th grade | Khan Academy
⏲ 13 minutes 10 seconds 👁 820.8K
How To Create A Linear Standard Curve In Excel
⏲ 7 minutes 1 second 👁 134.1K
Movie Name - (500) Days of Summer
⏲ 0:16 👁 200K
REGRESSÃO LINEAR SIMPLES 🚨🚨 EP 1
⏲ 6 minutes 38 seconds 👁 92.3K
Gráfico de Regressão Linear no Excel
⏲ 7 minutes 52 seconds 👁 15.1K
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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 \")
_coeficiente-de-correlao-linear-ep-1.webp "Prof. MURAKAMI - MATEMÁTICA RAPIDOLA")
_linear-equations-algebra.webp "The Organic Chemistry Tutor")
_from-trash-to-treasure-124-house-of-what-clip-124-earthx.webp "EarthX Website: https://earthxmedia.com/ <br/><br/>A house full of recycled art proves that beauty's in the eye of the beholder and everything has a purpose!<br/><br/>About House of What?!:<br/>Chris Grundy explores eclectic homes created from strange, recycled, and up-cycled materials!Learn how each house was transformed into a personal oasis and made from the greatest stuff on Earth!<br/> <br/>This clip comes from Season 1, Episode 1: \")
_intro-to-linear-programming.webp "Dr. Trefor Bazett")
_how-to-draw-graph-of-the-linear-equation-y2x3-math-tutor-mathtrick-learning-shorts-graph.webp "LKLogic")
_survival-of-the-fittest-124-guardians-clip-124-earthx.webp "EarthX Website: https://earthxmedia.com/ <br/><br/>In the life of an anti-poaching ranger, rigorous training is key for survival. If a ranger can't outrun, outfight, or outlast a poacher - it's game over.<br/><br/>About Guardians:<br/>A look into a Mozambican anti-poaching unit's gritty world. Perilous patrols, family balance, and poacher pursuits shine a personal light on wildlife crime and its solutions.<br/> <br/>This clip comes from Season 1, Episode 2: \")
_graphs-of-linear-equations-124-linear-equations-and-functions-124-8th-grade-124-khan-academy.webp "Khan Academy")
_how-to-create-a-linear-standard-curve-in-excel.webp "Steven Bradburn")
_movie-name-500-days-of-summer.webp "Description<br/><br/>(500) Days of Summer (2009) is a romantic comedy-drama film directed by Marc Webb. It tells the unconventional story of a young woman named Summer and a hopeless romantic named Tom. The film explores their unique relationship through a non-linear narrative, showcasing Tom's perspective on their love affair.<br/><br/>IMDb: 7.7<br/>Letterboxd: 3.9<br/><br/>Awards<br/><br/>Independent Spirit Award for Best Editing<br/><br/>#film#filmrecommendation#filmrecommendations#filmreview#filmreviews#filmediting#filmedits #filmreel#filmreels #cinema#cinephile#cinephiles#movies#moviesnight#movieday#bestmovies#bestmoviesever#bestmoviescenes")
_regresso-linear-simples-ep-1.webp "Prof. MURAKAMI - MATEMÁTICA RAPIDOLA")
_grfico-de-regresso-linear-no-excel.webp "Excelente João")
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