Changes between Version 96 and Version 97 of Other/Summer/2023/Inference


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Timestamp:
Aug 8, 2023, 3:41:47 PM (11 months ago)
Author:
tm897
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  • Other/Summer/2023/Inference

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    99<p><span style="color:#800000; font-weight: bold;">Objective:</span> The purpose of this project is to use ORBIT in order to design experiments which will analyze the training and prediction of various ML models across multiple edge devices. Additionally, students will develop a latency profiling framework for MEC-assisted machine learning using cutting edge techniques such as splitting model computing and early exit. They will then analyze these models for latency and accuracy tradeoff analysis, along with measuring network delays.</p>
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     11<p><span style="color:#800000; font-weight: bold;">Final Poster with Results:</span>
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    113115  * After analyzing latency, move on to accuracy tradeoffs using different thresholds
    114116
     117== Week 8
     118**Summary**
     119  * Explored different research questions with the data collected
     120  * Limited CPU power in terminal to imitate mobile devices
     121  * Implemented different threshold values based on confidence for sending the data to the edge and server for inference
     122  * Generated graphs for threshold vs latency
     123**Next Steps**
     124  * Use PTP timing to get more precise time measurements
     125  * After analyzing latency, move on to accuracy tradeoffs using different thresholds
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     127
    115128== Links to Presentations
    116129