{"id":138,"date":"2019-01-11T13:06:30","date_gmt":"2019-01-11T16:06:30","guid":{"rendered":"http:\/\/eventos.cmm.uchile.cl\/ipmas2022\/?page_id=138"},"modified":"2022-01-14T12:58:50","modified_gmt":"2022-01-14T15:58:50","slug":"hands-on-taller","status":"publish","type":"page","link":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/hands-on-taller\/","title":{"rendered":"Short Courses"},"content":{"rendered":"<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p><span style=\"font-weight: 400;\">During the workshop, the following 2 short courses are offered to the participants. They are an opportunity to introduce students or possibly interested researchers to inverse problems and to machine learning applied to some topics related to the workshop.<\/span><\/p>\n<p><strong>Course 1 Title: <\/strong>Machine Learning<\/p>\n<p><strong>Date: <\/strong>Wednesday 12th,Thursday 13th, Friday 14th, 15:00-15:45 (3 modules)<\/p>\n<p><strong>\u00a0<\/strong><strong>Instructor:<\/strong> Francisco Sahli (PUC,Chile)<\/p>\n<p><strong>Abstract:<\/strong><\/p>\n<p>In this course we will cover the basics of machine learning and deep learning. In particular, we will learn about the busy terminology in these areas and its connections with statistical concepts, in addition to learning what neural networks are and how they are trained. The course will culminate with practical applications of these tools in a workshop.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p><strong>Course 2 Title: <\/strong>Inverse Problems<\/p>\n<p><strong>Date:<\/strong> Wednesday 12th, 16:00-16:45, 17:00-17:45 , Friday 14th 16:00-16:45 (3 modules)<\/p>\n<p><strong>Instructor:<\/strong> Axel Osses (U. de Chile)<\/p>\n<ul>\n<li>Wednesday 12th, 16:00-16:45 &#8211; <strong>theory<\/strong> (via Zoom)<\/li>\n<li>Download the pdf presentation <a href=\"https:\/\/drive.google.com\/file\/d\/1Hakrr5xVqJ3uOQPammngqEB5GcM_ODzO\/view?usp=sharing\">here<\/a><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\"><strong>Assistant:<\/strong> Carlos Castillo (PUC) <\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Wednesday 12th, 17:00-17:45 &#8211; <strong>practical session 1<\/strong> (via Discord)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Friday 14th 16:00-16:45 &#8211; <strong>practical session 2<\/strong>\u00a0 (via Discord)<br \/>\n<\/span><\/li>\n<\/ul>\n<p><strong>Abstract:<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>In this course some basic concepts of inverse problems will be reviewed from the point of view of parameter identification, data assimilation and regularization. The theoretical classes will be accompanied by practical laboratories with applications related to the management of images through jupyter notebooks.<\/p>\n<\/div>\n<p><strong>For the practical sessions you will need:<\/strong><\/p>\n<ul>\n<li>a Google account for using Google colab. You do not need to install python or jupyter in your computer;<\/li>\n<li>please install Discord in your computer in order to supervise your session, if you are a mac user please allow to record screen to Discord app in security preferences;<\/li>\n<li>try with this Jupyter notebook (click and press in &#8220;Open with Google Colab&#8221;): <a href=\"https:\/\/drive.google.com\/file\/d\/1EtmWoAATYTf50Y-hPh45Cb04kEEZLX8j\/view?usp=sharing\">here<\/a><\/li>\n<li>read and explore this notebook a brief introduction to python and numpy: <a href=\"https:\/\/drive.google.com\/file\/d\/1Eu8shLj4O6R6pbskg3V02RIlWrdcwgiP\/view?usp=sharing\">here<\/a><\/li>\n<\/ul>\n<p><strong>Bibliography:<\/strong><\/p>\n<ul>\n<li>Steven L. Brunton, J. Nathan Kutz. <em>Data Driven Science &amp; Engineering. Machine Learning, Dynamical Systems and Control<\/em>, 2017. Available online <a href=\"http:\/\/databookuw.com\/databook.pdf\">here<\/a><\/li>\n<li>Per Christian Hansen, <em>Discrete Inverse Problems: Insights and Algorithms<\/em>, SIAM, Philadelphia, 2010<\/li>\n<li>Mario Bertero, Patrizia Boccaci, Christine De Mol, <em>Introduction to Inverse Problems in Imaging<\/em>, Second Ed., CRC Press, Boca Raton, London, New York, 2021<\/li>\n<li>Andreas Kirsch, <em>An Introduction to the Mathematical Theory of Inverse Problems<\/em>, Third Ed., Applied Mathematical Sciences Vol 120, Springer Nature Switzerland, 2021<\/li>\n<\/ul>\n<p><strong><a href=\"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-content\/uploads\/sites\/130\/2022\/01\/Minicourse-InverseProblems.pdf\">Short Course Inverse Problems<\/a><\/strong><\/p>\n<div class=\"layoutArea\">\n<p><strong>Free Registration<\/strong>: \n<div class=\"wpcf7 no-js\" id=\"wpcf7-f152-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"152\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/ipmas2022\/wp-json\/wp\/v2\/pages\/138#wpcf7-f152-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"152\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f152-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7cf_hidden_group_fields\" value=\"[]\" \/><input type=\"hidden\" name=\"_wpcf7cf_hidden_groups\" value=\"[]\" \/><input type=\"hidden\" name=\"_wpcf7cf_visible_groups\" value=\"[]\" \/><input type=\"hidden\" name=\"_wpcf7cf_repeaters\" value=\"[]\" \/><input type=\"hidden\" name=\"_wpcf7cf_steps\" value=\"{}\" \/><input type=\"hidden\" name=\"_wpcf7cf_options\" value=\"{&quot;form_id&quot;:152,&quot;conditions&quot;:[],&quot;settings&quot;:{&quot;animation&quot;:&quot;yes&quot;,&quot;animation_intime&quot;:200,&quot;animation_outtime&quot;:200,&quot;conditions_ui&quot;:&quot;normal&quot;,&quot;notice_dismissed&quot;:false}}\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<p><label>Name (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"ipmas-name\" \/><\/span> <\/label><br \/>\n<label>Last Name (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-lastname\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"ipmas-lastname\" \/><\/span> <\/label><br \/>\n<label>Institution (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-institution\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"ipmas-institution\" \/><\/span> <\/label><br \/>\n<label>Position (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-position\"><select class=\"wpcf7-form-control wpcf7-select wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" name=\"ipmas-position\"><option value=\"\">&#8212;Please choose an option&#8212;<\/option><option value=\"professor\">professor<\/option><option value=\"postdoc\">postdoc<\/option><option value=\"student\">student<\/option><option value=\"other\">other<\/option><\/select><\/span><\/label><br \/>\n<label>Your Email (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"email\" name=\"ipmas-email\" \/><\/span> <\/label><br \/>\n<label>Course (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-position\"><select class=\"wpcf7-form-control wpcf7-select wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" name=\"ipmas-position\"><option value=\"\">&#8212;Please choose an option&#8212;<\/option><option value=\"Machine Learning\">Machine Learning<\/option><option value=\"Inverse Problem\">Inverse Problem<\/option><\/select><\/span><\/label><br \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Send\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>During the workshop, the following 2 short courses are offered to the participants. They are an opportunity to introduce students or possibly interested researchers to inverse problems and to machine learning applied to some topics related to the workshop. Course 1 Title: Machine Learning Date: Wednesday 12th,Thursday 13th, Friday 14th, 15:00-15:45 (3 modules) \u00a0Instructor: Francisco &hellip; <a href=\"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/hands-on-taller\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Short Courses<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":21,"featured_media":0,"parent":0,"menu_order":6,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-138","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/pages\/138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/comments?post=138"}],"version-history":[{"count":28,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/pages\/138\/revisions"}],"predecessor-version":[{"id":429,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/pages\/138\/revisions\/429"}],"wp:attachment":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2022\/wp-json\/wp\/v2\/media?parent=138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}