{"id":138,"date":"2019-01-11T13:06:30","date_gmt":"2019-01-11T16:06:30","guid":{"rendered":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/?page_id=138"},"modified":"2023-09-29T09:12:03","modified_gmt":"2023-09-29T12:12:03","slug":"short-courses","status":"publish","type":"page","link":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/short-courses\/","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>To register for one or more courses please <strong>fill the form<\/strong> at the end of this page.<\/p>\n<p>[su_button url=&#8221;https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/venue&#8221; target=&#8221;self&#8221; style=&#8221;flat&#8221; background=&#8221;#2B3081&#8243; color=&#8221;#FFFFFF&#8221; size=&#8221;5&#8243; wide=&#8221;no&#8221; center=&#8221;no&#8221; radius=&#8221;auto&#8221; icon=&#8221;icon: location-arrow&#8221; icon_color=&#8221;#FFFFFF&#8221; text_shadow=&#8221;none&#8221;] Sala de los cursos [\/su_button]<\/p>\n<p>[su_button url=&#8221;https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/lista-de-inscritos-en-cursos&#8221; target=&#8221;self&#8221; style=&#8221;flat&#8221; background=&#8221;#2B3081&#8243; color=&#8221;#FFFFFF&#8221; size=&#8221;5&#8243; wide=&#8221;no&#8221; center=&#8221;no&#8221; radius=&#8221;auto&#8221; icon=&#8221;icon: list-alt&#8221; icon_color=&#8221;#FFFFFF&#8221; text_shadow=&#8221;none&#8221;] Lista de inscritos en cursos [\/su_button]<\/p>\n<p>Note: all the courses will be in Spanish<\/p>\n<h3>Course 1: An Introduction to physics-informed machine learning<\/h3>\n<p><span style=\"font-weight: 400;\">In this course we will cover the basics of machine learning and physical modeling. In particular, we will learn about the terminology in these areas and their connections, and how to combine machine learning with physical models to get the better of both worlds. The course will culminate with practical applications of these tools in a workshop.<\/span><\/p>\n<p><strong>Date: <\/strong>to be defined (number of 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<h3>Course 2: Introduction to inverse problems for data analysis<\/h3>\n<p><strong>Date:<\/strong> to be defined (number of modules)<\/p>\n<p><strong>Instructor:<\/strong> Claudia Prieto (PUC), Axel Osses (U. de Chile)<\/p>\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>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<li>you can import this folder to your own Google Drive acoount with the files and Jupyter notebook for the practical sessions: <a href=\"https:\/\/drive.google.com\/drive\/folders\/1oWry-DNoGXzuJgpOFyDkliQHvXH2pfN0?usp=share_link\">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<div class=\"layoutArea\">\n<p><strong>Free inscription to this course, please fill the form:<\/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=\"\/ipmas2023\/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=\"6.1.6\" \/><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,&quot;repeater_remove_button&quot;:&quot;bottom&quot;}}\" \/><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>\n<\/p>\n<p>Courses (required) you can select one or more options<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"ipmas-courses\"><span class=\"wpcf7-form-control wpcf7-checkbox wpcf7-validates-as-required\"><span class=\"wpcf7-list-item first\"><label><input type=\"checkbox\" name=\"ipmas-courses[]\" value=\"Course 1: Machine Learning\" \/><span class=\"wpcf7-list-item-label\">Course 1: Machine Learning<\/span><\/label><\/span><span class=\"wpcf7-list-item last\"><label><input type=\"checkbox\" name=\"ipmas-courses[]\" value=\"Course 2: Inverse Problems\" \/><span class=\"wpcf7-list-item-label\">Course 2: Inverse Problems<\/span><\/label><\/span><\/span><\/span>\n<\/p>\n<p><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<div id=\"gtx-trans\" style=\"position: absolute; left: 582px; top: 345px;\">\n<div class=\"gtx-trans-icon\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>To register for one or more courses please fill the form at the end of this page. [su_button url=&#8221;https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/venue&#8221; target=&#8221;self&#8221; style=&#8221;flat&#8221; background=&#8221;#2B3081&#8243; color=&#8221;#FFFFFF&#8221; size=&#8221;5&#8243; wide=&#8221;no&#8221; center=&#8221;no&#8221; radius=&#8221;auto&#8221; icon=&#8221;icon: location-arrow&#8221; icon_color=&#8221;#FFFFFF&#8221; text_shadow=&#8221;none&#8221;] Sala de los cursos [\/su_button] [su_button url=&#8221;https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/lista-de-inscritos-en-cursos&#8221; target=&#8221;self&#8221; style=&#8221;flat&#8221; background=&#8221;#2B3081&#8243; color=&#8221;#FFFFFF&#8221; size=&#8221;5&#8243; wide=&#8221;no&#8221; center=&#8221;no&#8221; radius=&#8221;auto&#8221; icon=&#8221;icon: list-alt&#8221; icon_color=&#8221;#FFFFFF&#8221; text_shadow=&#8221;none&#8221;] Lista de inscritos en cursos &hellip; <a href=\"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/short-courses\/\" 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\/ipmas2023\/wp-json\/wp\/v2\/pages\/138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/comments?post=138"}],"version-history":[{"count":41,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/pages\/138\/revisions"}],"predecessor-version":[{"id":667,"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/pages\/138\/revisions\/667"}],"wp:attachment":[{"href":"https:\/\/eventos.cmm.uchile.cl\/ipmas2023\/wp-json\/wp\/v2\/media?parent=138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}