Multi objective hyperparameter tuning via random search on deep learning models

This research examines the efficacy of random search (RS) in hyperparameter tuning, comparing its performance to baseline methods namely manual search and grid search. Our analysis spans various deep learning (DL) architectures-multilayer perceptron (MLP), convolutional neural network (CNN), and Ale...

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Bibliographic Details
Published in:Telkomnika (Telecommunication Computing Electronics and Control)
Main Author: Rom A.R.M.; Jamil N.; Ibrahim S.
Format: Article
Language:English
Published: Universitas Ahmad Dahlan 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197106107&doi=10.12928%2fTELKOMNIKA.v22i4.25847&partnerID=40&md5=90bc795eab60ec217b80b99d8cbfdcde