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Abstract: The “LAPTOP PERFORMANCE PREDICTION” is an important metric used to predict the performance of laptops Laptop manufacturers spend a lot of time, resources, and money designing new systems and newer configurations. Their ability to reduce costs, charge competitive prices, and gain market share depends on how well these systems perform. In this work, concentrate on the system and architectural design processes for parallel computers and develop methods to expedite them. The methodology relies on extracting the performance levels of a small fraction of the machines in the design space and using this information to develop machine learning models to predict the performance of any machine in the whole design space. Laptop performance prediction is useful to accelerate the design space exploration significantly and aid in reducing the corresponding research/development cost and time-to-market.
Adithya et al. (Mon,) studied this question.