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EarthX Website: https://earthxmedia.com/ <br/><br/>Don't become a crumpled cashew of misery. Go outside and get into your garden.<br/><br/>About Kill Your Lawn: <br/>Best friends Joey and Al set out across America to accomplish their mission: carry out a turficidal killing spree and leave a trail of pollinator-friendly, native plant gardens in their wake. It’s time to laugh our way to a lawn-less future!<br/> <br/>This clip comes from Season 1, Episode 4: \

Garden Wonders | Kill Your Lawn Clip | EarthX

⏲ 0:25 👁 750K

mathantics

Basic Linear Functions - Math Antics

⏲ 13 minutes 24 seconds 👁 635.3K

Wrath of Math

Find Basis and Dimension of Solution Space | Linear Algebra Exercises

⏲ 4 minutes 26 seconds 👁 71

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 \

Session 17: Deployment of Machine Learning Models in Open RAN Networks

⏲ 4:9 👁 75K

Bigamo 1

Linear Sending All My Love

⏲ 4 minutes 12 seconds 👁 108.9K

Keep Productive

Linear Deep Dive: Issue & Project Management

⏲ 25 minutes 37 seconds 👁 10.3K

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

Movie Name - (500) Days of Summer

⏲ 0:16 👁 130K

CANAL MASTER MIX

Linear Sending all my LoveRemix,

⏲ 6 minutes 45 seconds 👁 357.9K

Drifting Falling

Linear - Sending All My Love (Lyrics)

⏲ 3 minutes 52 seconds 👁 63.2K

EarthX Website: https://earthxmedia.com/ <br/><br/>Monkey see, monkey do, monkey... head? Where does monkey flower get its name?<br/><br/>About Kill Your Lawn: <br/>Best friends Joey and Al set out across America to accomplish their mission: carry out a turficidal killing spree and leave a trail of pollinator-friendly, native plant gardens in their wake. It’s time to laugh our way to a lawn-less future!<br/> <br/>This clip comes from Season 2, Episode 6: \

Monkey Head | Kill Your Lawn Clip | EarthX

⏲ 0:29 👁 925K

yalita76

Linear - Don't You Come Cryin'

⏲ 3 minutes 47 seconds 👁 233.7K

EarthX Website: https://earthxmedia.com/ <br/><br/>A scorching hot lawn kill with one of nature's greatest cleansers: fire. Joey and Al use a flame weeder to torch a couple's lawn and make way for new native plant growth.<br/><br/>About Kill Your Lawn: <br/>Best friends Joey and Al set out across America to accomplish their mission: carry out a turficidal killing spree and leave a trail of pollinator-friendly, native plant gardens in their wake. It’s time to laugh our way to a lawn-less future!<br/> <br/>This clip comes from Season 1, Episode 4: \

Burn Baby Burn | Kill Your Lawn Clip | EarthX

⏲ 1:2 👁 385K

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