{"id":1078,"date":"2023-03-30T09:16:58","date_gmt":"2023-03-30T09:16:58","guid":{"rendered":"https:\/\/amirsafavi.com\/?page_id=1078"},"modified":"2023-09-25T18:23:52","modified_gmt":"2023-09-25T18:23:52","slug":"artificial-intelligence-in-gastroenterology","status":"publish","type":"page","link":"https:\/\/amirsafavi.com\/index.php\/artificial-intelligence-in-gastroenterology\/","title":{"rendered":"Artificial Intelligence in Gastroenterology"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1078\" class=\"elementor elementor-1078\" data-elementor-post-type=\"page\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-2fca43f e-flex e-con-boxed e-con e-parent\" data-id=\"2fca43f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2913d2c elementor-widget elementor-widget-text-editor\" data-id=\"2913d2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h1>The aim of this page is to organize information for machine learning in medicine (MLinMed) research by (1) describing the <span style=\"color: #339966;\">AIGIP montly videocast,<\/span> (2) introducing <span style=\"color: #3366ff;\">tools for MLinMed research<\/span>, and (3) listing <span style=\"color: #993366;\">Youtube channels and websites<\/span> about MLinMed.<\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-44c3b0b e-flex e-con-boxed e-con e-parent\" data-id=\"44c3b0b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5dd1584 e-con-full e-flex e-con e-child\" data-id=\"5dd1584\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-280028c elementor-align-left elementor-widget elementor-widget-button\" data-id=\"280028c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-pop\" href=\"#AIGIPvideocast\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">AIGIP Videocast<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-7dbeaac e-con-full e-flex e-con e-child\" data-id=\"7dbeaac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7bb7660 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7bb7660\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-pop\" href=\"#ToolsforMLinMed\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Check List for MLinMed Papers<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-ea43099 e-con-full e-flex e-con e-child\" data-id=\"ea43099\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0af1887 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"0af1887\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-pop\" href=\"#MLinMedChannels\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">MLinMed Channels<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-8cd9130 e-flex e-con-boxed e-con e-parent\" data-id=\"8cd9130\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e85035 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"2e85035\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInLeft&quot;,&quot;_animation_delay&quot;:1000}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/dlqbikbis\/image\/upload\/v1680359565\/Untitled_2240_600_px_nlzgcm.svg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-e081b8d e-flex e-con-boxed e-con e-parent\" data-id=\"e081b8d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8dbe08 elementor-widget elementor-widget-menu-anchor\" data-id=\"d8dbe08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"AIGIPvideocast\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-59b2898 e-flex e-con-boxed e-con e-parent\" data-id=\"59b2898\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2333aa elementor-widget elementor-widget-text-editor\" data-id=\"f2333aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span style=\"color: #339966;\">AIGIP videocast<\/span> is a monthly 40-minute video series hosted on YouTube and LinkedIn, dedicated to summarizing recent articles showcasing the latest advancements in artificial intelligence applied to gastroenterology and pancreatology. Each episode features a deep dive into one selected paper, subject to rigorous code review to ensure AI reproducibility. On our platform, you can also discover more about our dedicated team, any potential conflicts of interest, supplementary information, and our approach to curating and presenting these insightful articles.<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-68aa365 e-flex e-con-boxed e-con e-parent\" data-id=\"68aa365\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ead0b9 elementor-tabs-view-horizontal elementor-widget elementor-widget-tabs\" data-id=\"1ead0b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-3211\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-3211\" aria-expanded=\"false\">AI-GIP 1 Info<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-3212\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3212\" aria-expanded=\"false\">Content<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-3213\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3213\" aria-expanded=\"false\">References<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-3214\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3214\" aria-expanded=\"false\">Link to Video<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-3211\" aria-expanded=\"false\">AI-GIP 1 Info<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3211\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-3211\" tabindex=\"0\" hidden=\"false\"><p><strong>Date<\/strong>: 21 April 2023<br \/><strong>Team<\/strong>: Amir Safavi, Arian Salahi, Ghazaleh Sadeghi, Mahsa Aghamohamadpour<br \/><strong>Conflict of Interest<\/strong>: AS received compensation from MEDICAI company in 2022 as an R&amp;D associate.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3212\" aria-expanded=\"false\">Content<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3212\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-3212\" tabindex=\"0\" hidden=\"hidden\"><p>In the first episode of AIGI, we discuss:<\/p><p>1- [Intro] Introducing the aim of AIGI, and how we select papers<\/p><p>1- [AI-Hot topic] The letter to stop expert language models such as Chat-GPT4<\/p><p>3- [AI- Learn] sources to learn basic concepts of ML<\/p><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3213\" aria-expanded=\"false\">References<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3213\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-3213\" tabindex=\"0\" hidden=\"hidden\">Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-3214\" aria-expanded=\"false\">Link to Video<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3214\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-3214\" tabindex=\"0\" hidden=\"hidden\">Tab Content<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-797d95a e-flex e-con-boxed e-con e-parent\" data-id=\"797d95a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0d548 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cc0d548\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-4ef76a6 e-flex e-con-boxed e-con e-parent\" data-id=\"4ef76a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db229a2 elementor-widget elementor-widget-menu-anchor\" data-id=\"db229a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"ToolsforMLinMed\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-47e5e44 e-flex e-con-boxed e-con e-parent\" data-id=\"47e5e44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae1e91b elementor-widget elementor-widget-text-editor\" data-id=\"ae1e91b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h1><span style=\"color: #3366ff;\">Checklist for Reporting MLinMed<\/span><\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a79a81 elementor-tabs-view-horizontal elementor-widget elementor-widget-tabs\" data-id=\"2a79a81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-4451\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-4451\" aria-expanded=\"false\">Original Article<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-4452\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-4452\" aria-expanded=\"false\">Systematic Review<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-4453\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-4453\" aria-expanded=\"false\">Segmentation<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-4451\" aria-expanded=\"false\">Original Article<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4451\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-4451\" tabindex=\"0\" hidden=\"false\"><p><strong>Where your data come from?<\/strong><\/p>\n<ul>\n<li>Define your context<\/li>\n<li>Define time and people involved in data gathering<\/li>\n<li>Basic characteristics of dataset<\/li>\n<li>How much missing data we have? What did you do with missing data?<\/li>\n<li>Method for feature selection (expert opinion or statistics or both)<\/li>\n<\/ul>\n<p><strong>How good is our model prediction?<\/strong><\/p>\n<ul>\n<li>Confusion Matrixxxxxxxxxxxx (super important)<\/li>\n<li>Classification: F1-score (Precision, Recall=Sensitivity, Specificity)<\/li>\n<li>Probabilities: AU-ROC or PR AUC (percision-recall)<\/li>\n<li>Calibration Curve<\/li>\n<\/ul>\n<p><strong>How much data we need?<\/strong><\/p>\n<ul>\n<li>Performance at varying training set size<\/li>\n<\/ul>\n<p><strong>Why our model make mistakes?<\/strong><\/p>\n<ul>\n<li>Sensitivity analysis<\/li>\n<li>Reporting performance in each subgroup (such as confusion matrix)<\/li>\n<\/ul>\n<p><strong>Time and GPU\/CPU needed for your model?<\/strong><\/p>\n<ul>\n<li>&nbsp;GPU\/CPU for training<\/li><li>GPU\/CPU and time for prediction of one new data<\/li>\n<\/ul>\n<p><strong>How interpretable your model is?<\/strong><\/p>\n<ul>\n<li>Use explainable AI (XAI) tools in your model<\/li>\n<\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-4452\" aria-expanded=\"false\">Systematic Review<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4452\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-4452\" tabindex=\"0\" hidden=\"hidden\"><p>Checklist for quality assessment of studies<\/p><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-4453\" aria-expanded=\"false\">Segmentation<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4453\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-4453\" tabindex=\"0\" hidden=\"hidden\"><p>3D Slicer<\/p><p>ITK Snap<\/p><p>Qupath<\/p><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5e6cdfd e-flex e-con-boxed e-con e-parent\" data-id=\"5e6cdfd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10a1f90 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"10a1f90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-84f448a e-flex e-con-boxed e-con e-parent\" data-id=\"84f448a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e68e229 elementor-widget elementor-widget-menu-anchor\" data-id=\"e68e229\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"MLinMedChannels\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-081ca48 e-flex e-con-boxed e-con e-parent\" data-id=\"081ca48\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f64070d elementor-widget elementor-widget-text-editor\" data-id=\"f64070d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h1 style=\"font-variant-ligatures: normal; font-variant-caps: normal; font-family: 'Open Sans', sans-serif; font-style: normal; text-align: justify;\"><span style=\"font-size: 23px; color: #993366;\">Youtube channels, newsletter, and websites for MLinMed<\/span><\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-af36a92 e-flex e-con-boxed e-con e-parent\" data-id=\"af36a92\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c5265b elementor-widget elementor-widget-text-editor\" data-id=\"4c5265b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>1- <span style=\"color: #800080;\"><a style=\"color: #800080;\" href=\"https:\/\/doctorpenguin.com\/about\">Doctor Penguin<\/a><\/span> newsletter: Receive a weekly summary and discussion of the top AI + Healthcare research papers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6e49e1d e-flex e-con-boxed e-con e-parent\" data-id=\"6e49e1d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-312227f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"312227f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-677a4bd e-flex e-con-boxed e-con e-parent\" data-id=\"677a4bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-80c535f e-flex e-con-boxed e-con e-child\" data-id=\"80c535f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd0d038 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"bd0d038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/dlqbikbis\/image\/upload\/v1679058148\/download_or6b1l.png\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The aim of this page is to organize information for machine learning in medicine (MLinMed) research by (1) describing the AIGIP montly videocast, (2) introducing tools for MLinMed research, and (3) listing Youtube channels and websites about MLinMed. AIGIP Videocast Check List for MLinMed Papers MLinMed Channels AIGIP videocast is a monthly 40-minute video series [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1078","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/pages\/1078","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/comments?post=1078"}],"version-history":[{"count":67,"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/pages\/1078\/revisions"}],"predecessor-version":[{"id":1540,"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/pages\/1078\/revisions\/1540"}],"wp:attachment":[{"href":"https:\/\/amirsafavi.com\/index.php\/wp-json\/wp\/v2\/media?parent=1078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}