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Ticketmaster and multiple other companies that used Snowflake's data storage services were hacked, gaining unauthorized access to customer data. Snowflake indicated that credential theft malware or purchases of credentials on the dark web enabled hackers to access accounts that lacked multifactor authentication. Ticketmaster disclosed it identified the hack on May 20th affecting data stored through Snowflake, and a week later, hackers claimed to be selling the stolen Ticketmaster user data on the dark web. The hacks are believed to be the work of a \
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Retro Hack Shack
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DigiKey
⏲ 41 seconds 👁 53
Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \
⏲ 5:55 👁 10K
DigiKey
⏲ 6 minutes 2 seconds 👁 378
DigiKey
⏲ 41 seconds 👁 83
Who won the first head-to-head battle and has it changed your perception of either politician, or even your voting intention?
⏲ 1:0 👁 30K
DigiKey
⏲ 40 seconds 👁 297
DigiKey
⏲ 20 minutes 16 seconds 👁 3.4K
Transfer Motor Vehicle Online | Application ID not Received issue Resolved | Get Application ID online<br/><br/>#TransferMotorVehicle #OnlineTransfer #usmancreatives <br/>In This Video, you can came to know, if you have paid vehicle transfer payment online, and you have not received any application ID to proceed the transfer process, from these steps you can get application ID easily, if you still have any query, you can ask me via comments section, <br/>In this video you will came to know, how you can transfer motor vehicle online from home in 5 minutes. You can Transfer Motor Vehicle Without Visit Excise Office, whenever you sale your motor vehicle either it is car or motorbike, transfer that vehicle in 5 minute to new buyer. Govt of punajb introduce epay punjab mobile application, via that application you can transfer car online in pakistan via nadra e sahulat. now you dont need to worry how to transfer car online in pakistan, you can transfer motorcycle online in pakistan punjab, in this video i told you the whole steps. this is very easy. and new registration card will be dispatched to your new buyer address.<br/>if you have any query, you can ask me via comments section.<br/><br/>Application ID not Received issue Resolved<br/>Get Application ID online<br/><br/>how to transfer motorcycle online in pakistan<br/>transfer motor car online from home<br/>transfer motor vehicle online without visit excise and taxation office<br/>how to transfer motor vehicle online from epay punjab<br/>apply registration card online<br/>Motor vehicle tax<br/>Transfer Motor Vehicle Online<br/>Transfer Motor Vehicle Without Visit Excise Office<br/>Transfer Motorb<br/>automobile registration<br/><br/>my other videos tilt and link mentioned below<br/>Steps to pay ePay Punjab Token Tax from Jazzcash and easypaisa | Process to pay tax from Jazzcash EP<br/>https://youtu.be/k5P-blybPl8<br/><br/>Token Tax Payment online | Payment of token tax via ePay Punjab | Discount Token Tax via ePay Punjab<br/>https://youtu.be/q18K3Y6mXU0<br/><br/>Token Tax Receipt Problem | ePay Punjab Token Tax receipt not coming | sort out Receipt Issue ePay<br/>https://youtu.be/hYg6SRFmg1U<br/><br/>How to pay Property Tax in Punjab online | Generate PSID from Epay Punjab for Propert Tax | Epay App<br/>https://youtu.be/4tQQSBqnNTo<br/><br/>Transfer of motor vehicle Application Error | Application Number not received | How to resolve app #<br/>https://youtu.be/Ek-JIV11M20<br/><br/>Transfer Motor Vehicle Online | Transfer Online Questions and Answers regarding Transfer of Vehicle<br/>https://youtu.be/LQ4hsI7SQ8A<br/>
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DigiKey
⏲ 1 minute 12 seconds 👁 187.6K
DigiKey
⏲ 1 minute 33 seconds 👁 142
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