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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
Whiny Brit
An active modelling career, brand deals and so much more! Sims 4 iconic mod
⏲ 32 minutes 21 seconds 👁 55.6K
Sim Stories
Sims 4 Get to Work Mods | Best Mods for Active Careers
⏲ 45 minutes 2 seconds 👁 33.8K
South Africa began their T20 World Cup campaign with a bang, on the back of a six-wicket win over Sri Lanka in New York.<br/><br/>Anrich Nortje was the star as he sneered a career-best 4 for 7 as Sri Lanka were bowled out for their lowest T20 total of 77 as just three of their batters made double figures.
T20 WORLD CUP: SA BEAT SRI LANKA
⏲ 1:14 👁 400K
SimmingWithCaroline
Mod Review - Active Modeling Career by Grumpy
⏲ 24 minutes 6 seconds 👁 3.6K
ItsLadyKit
Sims 4 Active Fashion Model Career Mod You'll LOVE
⏲ 11 minutes 26 seconds 👁 774
Who is Mikayla Demaiter? The World’s Sехiеst Hockey Goalkeeper | Famous News<br/><br/>Thanks to a whole series of absolutely stunning images posted to her Instagram profile, Mikayla Demaiter has become the talk of the town over on social media and now finds herself labeled as “The World’s Sехiеst Hockey Goalkeeper\
Who is Mikayla Demaiter? The World’s Sехiеst Hockey Goalkeeper | Famous News
⏲ 3:11 👁 230K
Whiny Brit
Can my sims become the next top model?Sims 4 iconic mod
⏲ 25 minutes 20 seconds 👁 23.7K
Felicity
Day In The Life Of A Model | Ida's Diaries (ep.1) — Sims 4 Let's Play
⏲ 46 minutes 33 seconds 👁 9.8K
Imagine growing up with a mom who secretly battled aliens in space suits and navigated treacherous hostage situations. Sounds pretty cool, right? Well, for Jodie Foster's sons, Charles and Christopher, that was their reality – except they had no clue. For years, Foster fiercely guarded her private life, keeping her acting career under wraps from her boys. ___________________________________________________________________<br/>You can read trending articles on this place.<br/> https://articlesaboutlife.com/ <br/>For reading Most researchedlifestyle, fashion and general topics related articles. you can visit this place.<br/>https://shakeelmalik.com/<br/>_____________________________________________________________________<br/>Disclaimer<br/> I have researched different authentic resources before making a video<br/>thenews.com.pk, hellomagazine.com, hollywoodreporter.com ,etc <br/>I don't claim this is my personal information or research. I mentioned all sources of information. Thanks<br/> __________________________________________________________<br/> Copyright Disclaimer: - <br/>Under section 107 of the copyright Act 1976, allowance is mad for FAIR USE for purpose such a as criticism, comment, news reporting, teaching, scholarship and research. Fair use is a use permitted by copyright statues that might otherwise be infringing. Non- Profit, educational or personal use tips the balance in favor of FAIR USE.<br/>________________________________________________________________________<br/>1. Jodie Foster’s kids didn’t know of the actress’ career?<br/>2. Jodie Foster's kids didn't know she was an actress growing up - you'll never guess what they thought she did<br/>3. Jodie Foster on Why She Didn’t Tell Her Kids She Was an Actress When They Were Younger<br/>4. Jodie Foster Didn't Tell Her Kids She Was an Actor When They Were Young: 'I Didn’t Want Them to Be Confused'<br/>5. Jodie Foster hid her acting career from her 2 sons
Her two sons were unaware of Jodie Foster's acting career
⏲ 3:5 👁 15K
Ashley Plays
day in the life of a model | yoga class + photoshoot + date night | the sims 4 vlog
⏲ 8 minutes 2 seconds 👁 19.4K
MissSimReno
I was rendered SPEECHLESS by this save file 🤍...(Sims 4 Save File Overview)
⏲ 27 minutes 47 seconds 👁 112.5K
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