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Machine-learning methods are increasingly becoming the most efficient tools to handle this enormous amount of data, because they are often faster and more accurate than traditional methods. We investigate how well redshifts, stellar masses, and star-formation rates (SFRs) can be measured with deep-learning algorithms for observed galaxies within data mimicking the Euclid and Rubin\/LSST surveys. We find that deep-learning neural networks and convolutional neural networks (CNNs), which are dependent on the parameter space of the training sample, perform well in measuring the properties of these galaxies and have a better accuracy than methods based on spectral energy distribution fitting. CNNs allow the processing of multiband magnitudes together with $H_{\\scriptscriptstyle \\rm E}$-band images. We find that the estimates of stellar masses improve with the use of an image, but those of redshift and SFR do not. Our best results are deriving (i) the redshift within a normalized error of &amp;lt;0.15 for 99.9 ${{\\ \\rm per\\ cent}}$ of the galaxies with signal-to-noise ratio &amp;gt;3 in the $H_{\\scriptscriptstyle \\rm E}$ band; (ii) the stellar mass within a factor of two ($\\sim\\!0.3 \\rm \\ dex$) for 99.5 ${{\\ \\rm per\\ cent}}$ of the considered galaxies; and (iii) the SFR within a factor of two ($\\sim\\!0.3 \\rm \\ dex$) for $\\sim\\!70{{\\ \\rm per\\ cent}}$ of the sample. We discuss the implications of our work for application to surveys as well as how measurements of these galaxy parameters can be improved with deep learning.<\/jats:p>","DOI":"10.1093\/mnras\/stac3810","type":"journal-article","created":{"date-parts":[[2023,1,6]],"date-time":"2023-01-06T17:31:45Z","timestamp":1673026305000},"page":"3529-3548","source":"Crossref","is-referenced-by-count":39,"title":["<i>Euclid<\/i>preparation \u2013 XXIII. Derivation of galaxy physical properties with deep machine learning using mock fluxes and<i>H<\/i>-band images"],"prefix":"10.1093","volume":"520","author":[{"name":"Euclid Collaboration","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0492-4924","authenticated-orcid":false,"given":"L","family":"Bisigello","sequence":"additional","affiliation":[{"name":"Dipartimento di Fisica e Astronomia \u2018G.Galilei\u2019, Universit\u00e1 di Padova , Via Marzolo 8, I-35131 Padova, Italy"},{"name":"INAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna , Via Piero Gobetti 93\/3, I-40129 Bologna, Italy"},{"name":"School of Physics and Astronomy, University of Nottingham , University Park, Nottingham NG7 2RD, UK"}]},{"given":"C J","family":"Conselice","sequence":"additional","affiliation":[{"name":"Jodrell Bank Centre for Astrophysics, Department of Physics and Astronomy, University of Manchester , Oxford Road, Manchester M13 9PL, UK"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3930-2757","authenticated-orcid":false,"given":"M","family":"Baes","sequence":"additional","affiliation":[{"name":"Sterrenkundig Observatorium, Universiteit Gent , Krijgslaan 281 S9, B-9000 Gent, Belgium"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3278-4607","authenticated-orcid":false,"given":"M","family":"Bolzonella","sequence":"additional","affiliation":[{"name":"INAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna , Via Piero Gobetti 93\/3, I-40129 Bologna, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9506-5680","authenticated-orcid":false,"given":"M","family":"Brescia","sequence":"additional","affiliation":[{"name":"INFN Section\u00a0of Naples , Via Cinthia 6, I-80126 Napoli, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3787-4196","authenticated-orcid":false,"given":"S","family":"Cavuoti","sequence":"additional","affiliation":[{"name":"INFN Section\u00a0of Naples , Via Cinthia 6, I-80126 Napoli, Italy"},{"name":"INAF-Osservatorio Astronomico di Capodimonte , Via Moiariello 16, I-80131 Napoli, Italy"},{"name":"Department of Physics \u2018E. 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