IACDEEP

About

The IAC-DEEP group is dedicated to the development and application of machine learning (ML), deep learning (DL), and artificial intelligence (AI) techniques for the analysis and interpretation of astrophysical data and beyond. Our research covers a broad range of topics, from solar physics to galaxy evolution and cosmology expanding to bio-medicine projects.

Our group is engaged both in national and international level projects and collaboration. We have access to state-of-the-art computational facilities in Spain and internationally, enabling us to tackle complex astrophysical problems with cutting-edge machine learning techniques. Our team includes key members and leading contributors in major astronomical collaborations such as Euclid, DESI, and JWST, where we play an active role in data analysis and scientific exploration.

By integrating advanced computational techniques with observational and theoretical astrophysics, we aim to optimize data processing, refine predictive models, and uncover new insights from large astronomical datasets and simulations, pushing the frontiers of modern astrophysics.

Featured Research

Title: MOLPOP-CEP: Exact solution of radiative transfer problems in multi-level atomic systems
Authors: Asensio Ramos, Andrés, Elitzur, Moshe
Date: 2025-02-01
Title: ZF-UDS-7329: A relic galaxy in the early Universe
Authors: Hartmann, Eduardo A., Martín-Navarro, Ignacio, Huertas-Company, Marc, Benedetti, João P. V. and 3 more
Date: 2025-02-01
Title: COSMOS-Web: The emergence of the Hubble Sequence
Authors: Huertas-Company, M., Shuntov, M., Dong, Y., Walmsley, M. and 28 more
Date: 2025-02-01
Title: The return of FarNet-II: Generation of solar far-side magnetograms from helioseismic data
Authors: Broock, E. G., Asensio Ramos, A., Felipe, T.
Date: 2024-12-01
Title: Probing the major driver of stellar population properties over sub-galaxy scales with SDSS MaNGA IFU spectroscopy
Authors: Ferreras, Ignacio, Trevisan, Marina, Lahav, Ofer, de Carvalho, Reinaldo R. and 1 more
Date: 2024-12-01
Title: The Multimodal Universe: 100 TB of Machine Learning Ready Astronomical Data
Authors: Angeloudi, Eirini, Audenaert, Jeroen, Bowles, Micah, Boyd, Benjamin M. and 25 more
Date: 2024-12-01
Title: Value-added catalog of physical properties for more than 1.3 million galaxies from the DESI survey
Authors: Siudek, M., Pucha, R., Mezcua, M., Juneau, S. and 49 more
Date: 2024-11-01
Title: Simulation-based inference of the 2D ex-situ stellar mass fraction distribution of galaxies using variational autoencoders
Authors: Angeloudi, Eirini, Huertas-Company, Marc, Falcón-Barroso, Jesús, Sarmiento, Regina and 3 more
Date: 2024-10-01
Title: Constraints on the in situ and ex situ stellar masses in nearby galaxies obtained with artificial intelligence
Authors: Angeloudi, Eirini, Falcón-Barroso, Jesús, Huertas-Company, Marc, Boecker, Alina and 3 more
Date: 2024-10-01
Title: Deriving the star formation histories of galaxies from spectra with simulation-based inference
Authors: Iglesias-Navarro, Patricia, Huertas-Company, Marc, Martín-Navarro, Ignacio, Knapen, Johan H. and 1 more
Date: 2024-09-01
Title: Deriving Star Formation Histories of Galaxies from Spectra with Simulation-based Inference
Authors: Iglesias-Navarro, Patricia, Knapen, Johan H., Martín-Navarro, Ignacio, Huertas-Company, Marc and 1 more
Date: 2024-08-01
Title: Solar multiobject multiframe blind deconvolution with a spatially variant convolution neural emulator
Authors: Asensio Ramos, A.
Date: 2024-08-01
Title: Deriving Star Formation Histories of Galaxies from Spectra with Simulation-based Inference
Authors: Iglesias Navarro, Patricia, Huertas Company, Marc
Date: 2024-07-01
Title: Constraining in-situ vs. ex-situ stellar mass in nearby galaxies with simulation-based inference
Authors: Angeloudi, Eirini, Falcón-Barroso, Jesús, Huertas-Company, Marc, Boecker, Alina and 3 more
Date: 2024-07-01
Title: Inferring stellar population properties from HST+JWST photometry using Normalizing Flows
Authors: Iglesias Navarro, Patricia, Huertas Company, Marc
Date: 2024-07-01
Title: A fast neural emulator for interstellar chemistry
Authors: Asensio Ramos, A., Westendorp Plaza, C., Navarro-Almaida, D., Rivière-Marichalar, P. and 2 more
Date: 2024-07-01
Title: VizieR Online Data Catalog: Ex-situ stellar mass fractions for MaNGA (Angeloudi+, 2024)
Authors: Angeloudi, E., Falcon-Barroso, J., Huertas-Company, M., Boecker, A. and 3 more
Date: 2024-05-01
Title: Galaxy morphology from z ∼ 6 through the lens of JWST
Authors: Huertas-Company, M., Iyer, K. G., Angeloudi, E., Bagley, M. B. and 26 more
Date: 2024-05-01
Title: VizieR Online Data Catalog: JWST galaxy morphologies (Huertas-Company+, 2024)
Authors: Huertas-Company, M., Iyer, K. G., Angeloudi, E., Bagley, M. B. and 26 more
Date: 2024-04-01
Title: MUSE observations of the giant low surface brightness galaxy Malin 1: Numerous HII regions, star formation rate, metallicity, and dust attenuation
Authors: Junais, Weilbacher, P. M., Epinat, B., Boissier, S. and 5 more
Date: 2024-01-01

Marc Huertas-Company	Faculty	Galaxy Evolution
Andrés Asensio-Ramos	Faculty	Solar Physics
Carlos Westendorp	Faculty	Multi Disciplinary ML applications
Jesús Falcón-Barroso	Faculty	Galaxy Evolution
Ignacio Ferreras	Faculty	Galaxy Evolution
Christopher Brook	Faculty	Galaxy Evolution
Arianna Di Cintio	Faculty	Galaxy Evolution
Tobías Felipe García	PostDoc	Solar Physics
Malgorzata Siudek	PostDoc	Galaxy Evolution
Andrés Vicente Arévalo	PostDoc	Solar Physics
Junais	PostDoc	Galaxy Evolution
Eirini Angeloudi	Grad Student	Galaxy Evolution
Patricia Iglesias-Navarro	Grad Student	Galaxy Evolution
Elena García Broock	Grad Student	Solar Physics
Eduardo Albuquerque Hartmann	Grad Student	Galaxy Evolution
Marina Dunn	Grad Student	Galaxy Evolution
Jorge M. Sarrato Alós	Grad Student	Galaxy Evolution
Andrés Vicente Arévalo	PostDoc	Solar Physics

IACDEEP -
Machine Learning Group at IAC

About

Team Members

Meetings

Featured Research

IACDEEP - Machine Learning Group at IAC

About

Team Members

Meetings

Featured Research

IACDEEP -
Machine Learning Group at IAC