[ABE-L] Fwd: [linea-ca] LIneA Webinar - Sunil Mucesh - 11/03 - 11:00 BRT

Augusto Cesar Gadelha Vieira gadelha em im.ufrj.br
Ter Mar 9 13:32:05 -03 2021



> Begin forwarded message:
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> From: LIneA Webinar <linea-news em linea.gov.br>
> Subject: [linea-ca] LIneA Webinar - Sunil Mucesh - 11/03 - 11:00 BRT
> Date: 9 March 2021 11:55:52 GMT-3
> To: <linea-ca em linea.gov.br>
> Reply-To: LIneA Webinar <linea-news em linea.gov.br>, Conselho de Administrao <linea-ca em linea.gov.br>
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> If you can not see this content, click here <https://mailchi.mp/bd377ef1860d/linea-webinar-linea-alex-kim-03-12-4245257?e=ac61d89a23>
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> 
> Thursday, Mar 11
> , 2021
> 
> 11:00
>  - BRT 
> WATCH WEBINAR <https://linea.us3.list-manage.com/track/click?u=ca2550b009d31a3cdb4fdab2d&id=4d00d4df88&e=ac61d89a23>
>  
> A machine learning approach to galaxy properties: Joint redshift-stellar mass PDFs with Random Forest
> 
> Sunil Mucesh
> University College London
> Point estimates of galaxy properties determined with a small number of photometric bands are imprecise. To fully characterise uncertainties in the estimates, accurate probability distribution functions (PDFs) are required. These PDFs must also reflect the correlations between different quantities of interest. Traditionally, such PDFs are derived by fitting model spectra to photometric data. However, this approach quickly becomes impractical for fitting modern datasets, where sample numbers can exceed hundreds of millions. In this talk, I present a novel method based on the Random Forest (RF) machine-learning (ML) algorithm to generate accurate joint redshift-stellar mass PDFs. I discuss different techniques used to validate both the marginal and joint PDFs. Finally, I demonstrate GALPRO, a Python package capable of producing multivariate PDFs of galaxy properties on-the-fly at incredible speeds, and discuss some of its applications.
> The seminar will be broadcasted via web. Room will be available 15 minutes before the talk, when you can click WATCH WEBINAR to attend it or https://zoom.us/j/596761139 <https://linea.us3.list-manage.com/track/click?u=ca2550b009d31a3cdb4fdab2d&id=3e03585aa4&e=ac61d89a23>. System requirements are here <https://linea.us3.list-manage.com/track/click?u=ca2550b009d31a3cdb4fdab2d&id=5b3c8bc833&e=ac61d89a23>.
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