Interpretable machine learning for optimizing computer system

Exploration of PRIMO - A Unified Framework of Interpretable Models on Learning Augmented Systems. In this report, in addition to the findings presented in PRIMO's original paper, more experimental details on case studies of Clara and Pensieve are elaborated. Moreover, further hyperparameter tun...

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Bibliographic Details
Main Author: Chen, Peilin
Other Authors: Xiang Liming
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/175107
Description
Summary:Exploration of PRIMO - A Unified Framework of Interpretable Models on Learning Augmented Systems. In this report, in addition to the findings presented in PRIMO's original paper, more experimental details on case studies of Clara and Pensieve are elaborated. Moreover, further hyperparameter tuning and generalisation ability testing are undertaken to examine and enhance the performance of the model in each case study