GreenNAS: A Green Approach to the Hyperparameters Tuning in Deep Learning

This paper discusses the challenges of the hyperparameter tuning in deep learning models and proposes a green approach to the neural architecture search process that minimizes its environmental impact. The traditional approach of neural architecture search involves sweeping the entire space of possi...

Full description

Bibliographic Details

Published in:	Mathematics
Main Author:	Giorgia Franchini
Format:	Article
Language:	English
Published:	MDPI AG 2024-03-01
Subjects:	neural deep learning convolutional neural networks neural architecture search hyperparameters tuning performance predictor GreenAI
Online Access:	https://www.mdpi.com/2227-7390/12/6/850