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astro-ph.SR2022
Deep Learning application for stellar parameters determination: II- Application to observed spectra of AFGK stars
Marwan Gebran, Frédéric Paletou, Ian Bentley +2
In this follow-up paper, we investigate the use of Convolutional Neural Network for deriving stellar parameters from observed spectra. Using hyperparameters determined previously,…
astro-ph.IM2022
Deep Learning application for stellar parameters determination: I- Constraining the hyperparameters
Marwan Gebran, Kathleen Connick, Hikmat Farhat +2
Machine Learning is an efficient method for analyzing and interpreting the increasing amount of astronomical data that is available. In this study, we show, a pedagogical approach…