<html><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"></head><body style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class=""><br class=""><div><br class=""><blockquote type="cite" class=""><div class="">Begin forwarded message:</div><br class="Apple-interchange-newline"><div style="margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px;" class=""><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);" class=""><b class="">From: </b></span><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif;" class="">LIneA Webinar <<a href="mailto:linea-news@linea.gov.br" class="">linea-news@linea.gov.br</a>><br class=""></span></div><div style="margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px;" class=""><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);" class=""><b class="">Subject: </b></span><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif;" class=""><b class="">[linea-ca] LIneA Webinar - Sunil Mucesh - 11/03 - 11:00 BRT</b><br class=""></span></div><div style="margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px;" class=""><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);" class=""><b class="">Date: </b></span><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif;" class="">9 March 2021 11:55:52 GMT-3<br class=""></span></div><div style="margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px;" class=""><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);" class=""><b class="">To: </b></span><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif;" class=""><<a href="mailto:linea-ca@linea.gov.br" class="">linea-ca@linea.gov.br</a>><br class=""></span></div><div style="margin-top: 0px; margin-right: 0px; margin-bottom: 0px; margin-left: 0px;" class=""><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif; color:rgba(0, 0, 0, 1.0);" class=""><b class="">Reply-To: </b></span><span style="font-family: -webkit-system-font, Helvetica Neue, Helvetica, sans-serif;" class="">LIneA Webinar <<a href="mailto:linea-news@linea.gov.br" class="">linea-news@linea.gov.br</a>>, Conselho de Administrao <<a href="mailto:linea-ca@linea.gov.br" class="">linea-ca@linea.gov.br</a>><br class=""></span></div><br class=""><div class=""><meta charset="UTF-8" class=""><center style="caret-color: rgb(0, 0, 0); font-family: Helvetica; font-size: 14px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(222, 224, 226); text-decoration: none;" class=""><table align="center" border="0" cellpadding="0" cellspacing="0" height="100%" width="100%" id="bodyTable" style="border-collapse: collapse; height: 1131px; margin: 0px; padding: 0px; width: 712px; background-color: rgb(222, 224, 226);" class=""><tbody class=""><tr class=""><td align="center" valign="top" id="bodyCell" style="height: 1131px; margin: 0px; padding: 0px; width: 712px; border-top-width: 0px;" class=""><table border="0" cellpadding="0" cellspacing="0" width="600" id="templateContainer" style="border-collapse: collapse; border: 0px;" class=""><tbody class=""><tr class=""><td align="center" valign="top" class=""><table border="0" cellpadding="0" cellspacing="0" width="600" id="templatePreheader" style="border-collapse: collapse; background-color: rgb(255, 255, 255); border-top-width: 0px; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: rgb(204, 204, 204);" class=""><tbody class=""><tr class=""><td valign="top" class="preheaderContainer" style="padding-top: 9px; padding-bottom: 9px;"><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextBlock" style="border-collapse: collapse; min-width: 100%;"><tbody class="mcnTextBlockOuter"><tr class=""><td valign="top" class="mcnTextBlockInner" style="padding-top: 9px;"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextContentContainer" style="border-collapse: collapse; max-width: 210px;"><tbody class=""><tr class=""><td valign="top" class="mcnTextContent" style="word-break: break-word; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 11px; line-height: 13.75px; text-align: right; padding: 0px 18px 9px;"></td></tr></tbody></table><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextContentContainer" style="border-collapse: collapse; max-width: 390px;"><tbody class=""><tr class=""><td valign="top" class="mcnTextContent" style="word-break: break-word; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 11px; line-height: 13.75px; text-align: right; padding: 0px 18px 9px;">If you can not see this content, click<span class="Apple-converted-space"> </span><a href="https://mailchi.mp/bd377ef1860d/linea-webinar-linea-alex-kim-03-12-4245257?e=ac61d89a23" target="_blank" style="color: rgb(96, 96, 96); font-weight: normal; text-decoration: underline;" class="">here</a></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr class=""><td align="center" valign="top" class=""><table border="0" cellpadding="0" cellspacing="0" width="600" id="templateHeader" style="border-collapse: collapse; background-color: rgb(255, 255, 255); border-top-width: 0px; border-bottom-width: 0px;" class=""><tbody class=""><tr class=""><td valign="top" class="headerContainer"><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnImageBlock" style="border-collapse: collapse; min-width: 100%;"><tbody class="mcnImageBlockOuter"><tr class=""><td valign="top" class="mcnImageBlockInner" style="padding: 0px;"><table align="left" width="100%" border="0" cellpadding="0" cellspacing="0" class="mcnImageContentContainer" style="border-collapse: collapse; min-width: 100%;"><tbody class=""><tr class=""><td class="mcnImageContent" valign="top" style="padding: 0px;"><img align="left" alt="" src="https://mcusercontent.com/ca2550b009d31a3cdb4fdab2d/images/255ab19f-353d-4c01-9420-de4ec9259742.png" width="600" class="mcnImage" style="border: 0px; height: auto; outline: none; text-decoration: none; vertical-align: bottom; max-width: 600px; padding-bottom: 0px; display: inline !important;"></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextBlock" style="border-collapse: collapse; min-width: 100%;"><tbody class="mcnTextBlockOuter"><tr class=""><td valign="top" class="mcnTextBlockInner" style="padding-top: 9px;"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextContentContainer" style="border-collapse: collapse; max-width: 100%; min-width: 100%;"><tbody class=""><tr class=""><td valign="top" class="mcnTextContent" style="word-break: break-word; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 15px; line-height: 22.5px; text-align: left; padding: 0px 18px 9px;"><p style="margin: 10px; padding: 0px; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 15px; line-height: 22.5px; text-align: left; float: left; align-items: center; display: flex; flex-flow: row wrap; justify-content: center;" class=""><br class=""><img alt="" src="https://gallery.mailchimp.com/ca2550b009d31a3cdb4fdab2d/images/f1044d9a-3d8f-4f4f-92fa-157787daf5a3.png" style="border: 0px; height: auto !important; outline: none; text-decoration: none; width: 28px; float: left; vertical-align: middle;" class=""><strong style="font-size: 15px;" class=""><span style="" class="">Thursday</span>, Mar 11</strong><strong style="font-size: 15px;" class="">, 2021</strong><img alt="" src="https://gallery.mailchimp.com/ca2550b009d31a3cdb4fdab2d/images/506b5c15-c616-4a1e-a2d2-1c67a2249760.png" style="border: 0px; height: auto !important; outline: none; text-decoration: none; width: 28px; vertical-align: middle;" class=""><span style="color: rgb(255, 0, 0);" class=""><strong style="color: rgb(147, 0, 0); font-size: 15px;" class="">11:00</strong></span><span class=""><strong style="font-size: 15px;" class=""> - BRT<span class="Apple-converted-space"> </span></strong></span></p><p style="margin: 1em 0px; padding: 0px; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 15px; line-height: 22.5px; text-align: left; float: right;" class=""><a href="https://linea.us3.list-manage.com/track/click?u=ca2550b009d31a3cdb4fdab2d&id=4d00d4df88&e=ac61d89a23" target="_blank" style="color: rgb(255, 255, 255); font-weight: bold; text-decoration: none; background-image: none; background-attachment: scroll; background-color: rgb(143, 143, 143); font-size: 13px; margin: 0px 3px; word-wrap: break-word; border-top-left-radius: 2px; border-top-right-radius: 2px; border-bottom-right-radius: 2px; border-bottom-left-radius: 2px; padding: 5px; background-position: 0% 0%; background-repeat: repeat repeat;" class="">WATCH WEBINAR</a></p><br class=""> </td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextBlock" style="border-collapse: collapse; min-width: 100%;"><tbody class="mcnTextBlockOuter"><tr class=""><td valign="top" class="mcnTextBlockInner" style="padding-top: 9px;"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnTextContentContainer" style="border-collapse: collapse; max-width: 100%; min-width: 100%;"><tbody class=""><tr class=""><td valign="top" class="mcnTextContent" style="word-break: break-word; color: rgb(96, 96, 96); font-family: Helvetica; font-size: 15px; line-height: 22.5px; text-align: left; padding: 0px 18px 9px;"><h1 style="display: block; margin: 0px; padding: 0px; font-family: Helvetica; font-size: 38px; font-style: normal; font-weight: bold; line-height: 1em; letter-spacing: -1px; text-align: center; color: rgb(216, 56, 38) !important;" class=""><span style="font-size: 30px;" class=""><span style="color: rgb(0, 0, 51);" class=""><span style="line-height: 1em;" class="">A machine learning approach to galaxy properties: Joint redshift-stellar mass PDFs with Random Forest</span></span></span></h1></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnCodeBlock" style="border-collapse: collapse;"><tbody class="mcnTextBlockOuter"><tr class=""><td valign="top" class="mcnTextBlockInner"><div class="mcnImage" style="vertical-align: bottom; float: left; margin: 20px 20px 10px 10px; border: 2px solid rgb(221, 221, 221);"><img src="https://mcusercontent.com/ca2550b009d31a3cdb4fdab2d/images/b93514a9-4585-4926-8811-78dd4c66e94d.jpg" width="220" height="23" style="border: 0px; height: auto; outline: none; text-decoration: none;" class=""><p style="margin: 5px; padding: 0px; font-size: 21px; font-family: Helvetica; line-height: 21px; text-align: center; max-width: 210px;" class=""><em class="">Sunil Mucesh<br class=""><span style="font-size: 14px;" class="">University College London</span></em></p></div><div class="mcnTextContent" style="word-break: break-word; font-family: Helvetica; font-size: 15px; line-height: 22.5px; text-align: justify; margin: 20px 15px;">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.</div></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr class=""><td align="center" valign="top" class=""><table border="0" cellpadding="0" cellspacing="0" width="600" id="templateColumns" style="border-collapse: collapse; background-color: rgb(255, 255, 255); border-top-width: 0px; border-bottom-width: 0px;" class=""><tbody class=""><tr class=""><td align="left" valign="top" class="columnsContainer" width="50%"><table border="0" cellpadding="0" cellspacing="0" width="100%" class="templateColumn" style="border-collapse: collapse;"><tbody class=""><tr class=""><td valign="top" class="leftColumnContainer"></td></tr></tbody></table></td><td align="left" valign="top" class="columnsContainer" width="50%"><table border="0" cellpadding="0" cellspacing="0" width="100%" class="templateColumn" style="border-collapse: collapse;"><tbody class=""><tr class=""><td valign="top" class="rightColumnContainer"></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr class=""><td align="center" valign="top" class=""><table border="0" cellpadding="0" cellspacing="0" width="600" id="templateFooter" style="border-collapse: collapse; background-color: rgb(255, 255, 255); border-top-width: 0px; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: rgb(255, 255, 255);" class=""><tbody class=""><tr class=""><td valign="top" class="footerContainer" style="padding-top: 9px; padding-bottom: 9px;"><table border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnBoxedTextBlock" style="border-collapse: collapse; min-width: 100%;"><tbody class="mcnBoxedTextBlockOuter"><tr class=""><td valign="top" class="mcnBoxedTextBlockInner"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" class="mcnBoxedTextContentContainer" style="border-collapse: collapse; min-width: 100%;"><tbody class=""><tr class=""><td style="padding: 9px 18px;" class=""><table border="0" cellspacing="0" class="mcnTextContentContainer" width="100%" style="border-collapse: collapse; background-color: rgb(235, 235, 235); border: 1px solid rgb(153, 153, 153); min-width: 100%;"><tbody class=""><tr class=""><td valign="top" class="mcnTextContent" style="word-break: break-word; font-family: Helvetica; font-size: 10px; line-height: 15px; text-align: left; padding: 18px;"><em style="font-size: 12px;" class="">The seminar will be broadcasted via web. Room will be available 15 minutes before the talk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