Changes between Version 4 and Version 5 of Other/Summer/2023/Inference


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Timestamp:
Jul 5, 2023, 3:01:31 PM (17 months ago)
Author:
tm897
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  • Other/Summer/2023/Inference

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    12 **Objective:** The purpose of this project is to use ORBIT in order to
     12Objective: The purpose of this project is to use ORBIT in order to design and run 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 models across multiple orbit nodes and networks, as well as early exit. They will then analyze these models for latency and accuracy tradeoff analysis, along with measuring network delays.
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    14 Main objectives
    15 - learn how to design and run experiments on ORBIT
    16 - prototype a handoff scheme for ML prediction
    17 - develop a latency profiling framework for MEC-assisted machine learning
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    19 – Split the network, early exit, simulate multiple CPU speeds, network delays
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    2115**Progress