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Piersic Jr : Romanul s-a concretizat in ianuarie 2011. Pana atunci, era doar material adunat, nu aveam forma finala. Atata minte pretind ca am, sa inteleg ca e un roman. In acele zece zile din ianuaria, lucrurile s-au legat. Daca materialele erau lucruri disparate, toate s-au topit unele in altele. O experienta fascinanta pentru mine, sa inteleg ca se intampla asta, cu atat mai mai mult nebunia mea de a nu mai iesi din casa zece zile.Sergiu Mihalcea : Esti un om obisnuit cu scrisul nu este prima
⏲ 6 min 79 sec ✓ 11-Apr-2011
Madalin V2
⏲ 13 seconds 👁 111
calibu123456
⏲ 35 seconds 👁 605.5K
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 \
⏲ 4:9 👁 75K
El Nino
⏲ 2 minutes 17 seconds 👁 726.9K
Metropolis
⏲ 3 minutes 15 seconds 👁 566.5K
Welcome to ApnaNewsTv follow for more <br/><br/>Pinteresthttps://pin.it/5hQWDJvKN<br/><br/>Fiverr:https://www.fiverr.com/pe/9lDez0<br/><br/>WhatsApp channel :https://whatsapp.com/channel/0029VaXdrTHAYlUNihiikj1W<br/>
⏲ 0:21 👁 70K
Georgeta Micu
⏲ 11 seconds 👁 52
Alex Angel
⏲ 3 minutes 21 seconds 👁 6.6M
Videoclipul imi apartine.si pozele sunt ale mele, nu pun poze de pe siteuri, nu ar avea rost, iar cui nu-i place sa nu se uite, nu dau socoteala nimanui in ce fel si scop si cu cine fac sex,daca ma arat sau ma ascund, o multime de oameni sunt bisexuali in lume. Nu-s de moda veche, nu am idei preconcepute, nu judec oamenii ce aleg. Imi plac persoanele sexy, eu sunt bisexual, ador femeile cu sanii mici si rotunzi, stomacul plat, pot fi si lesbience s-o facem in 3. Rog sa fiu contactat numai daca e
⏲ 1 min 84 sec ✓ 01-Jan-2016
Faizan Khan
⏲ 12 seconds 👁 1.6K
-Drako01-
⏲ 27 seconds 👁 129.8K
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