{"id":601,"date":"2024-02-04T07:37:26","date_gmt":"2024-02-04T07:37:26","guid":{"rendered":"http:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/"},"modified":"2024-02-13T16:06:16","modified_gmt":"2024-02-13T16:06:16","slug":"knowledge-base","status":"publish","type":"page","link":"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/","title":{"rendered":"AI&#038;ML"},"content":{"rendered":"\t\t<div id=\"epkb-modular-main-page-container\" role=\"main\" aria-labelledby=\"epkb-modular-main-page-container\" class=\"epkb-css-full-reset eckb_mp_active_theme_elsie\">\t\t\t\r\n\t\t\t<div id=\"epkb-ml__row-1\" data-feature=\"categories_articles\" class=\"epkb-ml__row\">                \r\n\t\t<div id=\"epkb-ml__module-categories-articles\" class=\"epkb-ml__module \">  \r\n\t\t<div id=\"epkb-ml-classic-layout\" class=\"epkb-layout-container epkb-ml-classic-layout--height-variable epkb-ml-classic-layout--4-col epkb-ml-classic-layout--design-1\">    \t\t\t\t\t<div class=\"epkb-ml__module-categories-articles__row epkb-icon-left-row-adj\">  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-tv\" data-kb-category-icon=\"epkbfa-tv\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Machine Learning<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/problem-definition-in-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"700\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Problem definition in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/comprehensive-machine-learning-cheatsheet\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"702\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Comprehensive machine learning cheatsheet<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/top-trends-in-machine-learning-for-2024\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"736\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Top trends in ML for 2024<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \t\t\t\t\t<!-- Level 2 Categories -->\r\n\t\t\t\t\t<div class=\"epkb-ml-2-lvl-categories epkb-ml-2-lvl-categories--collapsed\">   <div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Overview<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/common-machine-learning-models\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"704\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Common Machine learning models<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-data-modeling-steps\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"771\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning data modeling steps<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Concepts<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/category-hierarchy-and-tabs-layout\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"605\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning in a nut shell<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-key-concepts\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"629\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning - key concepts<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/overfitting-and-underfitting\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"655\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Overfitting and underfitting<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/problem-definition-in-machine-learning\/?seq_no=2\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"700\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Problem definition in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/comprehensive-machine-learning-cheatsheet\/?seq_no=2\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"702\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Comprehensive machine learning cheatsheet<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/top-trends-in-machine-learning-for-2024\/?seq_no=2\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"736\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Top trends in ML for 2024<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-data-modeling-steps\/?seq_no=2\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"771\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning data modeling steps<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Basics<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/what-is-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"617\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >What is machine learning?<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-data-types\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"639\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine Learning data types<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/types-of-machine-learning-problems\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"641\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Types of machine learning problems<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/data-features\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"643\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Data features<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/types-of-evaluation\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"645\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Types of evaluation<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/data-splitting-in-modeling\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"647\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Data splitting in modeling<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/choosing-the-right-model-in-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"649\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Choosing the right model in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/tuning-the-model\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"651\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Tuning the model<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/model-comparison\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"653\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Model comparison<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/experimentation-in-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"657\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Experimentation in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/tools-used-in-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"659\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Tools used in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/conda-environment\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"661\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Conda environment<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/free-datasets-for-ml-projects\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"663\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Free datasets for ML projects<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/exploratory-data-analysis-eda\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"765\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Exploratory Data Analysis (EDA)<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Model Categories<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/supervised-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"707\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Supervised Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/unsupervised-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"709\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Unsupervised Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/semi-supervised-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"711\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Semi-Supervised Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/reinforcement-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"713\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Reinforcement Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/self-supervised-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"715\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Self-Supervised Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/transfer-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"717\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Transfer Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/ensemble-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"719\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Ensemble Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/deep-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"721\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Deep Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/natural-language-processing-nlp\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"724\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Natural Language Processing (NLP)<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/time-series-analysis\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"726\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Time Series Analysis<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/anomaly-detection\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"728\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Anomaly Detection<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/recommender-systems\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"730\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Recommender Systems<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/generative-models\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"732\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Generative Models<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/meta-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"734\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Meta-Learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t<\/ul>   <\/div>\r\n\t\t\t\t\t<\/div>  \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>40<\/span> <span>ARTICLES<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa ep_font_icon_tools\" data-kb-category-icon=\"ep_font_icon_tools\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">ML Tools<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/python-for-machine-learning-cheat-sheet\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"782\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Cheat sheets<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \t\t\t\t\t<!-- Level 2 Categories -->\r\n\t\t\t\t\t<div class=\"epkb-ml-2-lvl-categories epkb-ml-2-lvl-categories--collapsed\">   <div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_tools\" data-kb-category-icon=\"ep_font_icon_tools\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Pandas<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/pandas-introduction\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"686\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Pandas-introduction<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/pandas-manipulation-methods\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"688\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Pandas manipulation methods<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_tools\" data-kb-category-icon=\"ep_font_icon_tools\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Numpy<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> <li class=\"epkb-ml-articles-coming-soon\">Articles coming soon<\/li>\r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_tools\" data-kb-category-icon=\"ep_font_icon_tools\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Matplot lib<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> <li class=\"epkb-ml-articles-coming-soon\">Articles coming soon<\/li>\r\n\t\t<\/ul>   <\/div><div class=\"epkb-ml-2-lvl-category-container\">\r\n\t\t<div class=\"epkb-ml-2-lvl-category__name\">\r\n            <span class=\"epkb-ml-2-lvl-category__icon\">   \t\t            <span class=\"epkb-cat-icon epkbfa ep_font_icon_tools\" data-kb-category-icon=\"ep_font_icon_tools\"><\/span>                <\/span>\r\n\t\t\t<span class=\"epkb-ml-2-lvl-category__text\">Scikit-Learn (sklearn)<\/span> \t\t\t\t<div class=\"epkb-ml-2-lvl-category__show-more\"><span class=\"epkbfa epkbfa-plus epkb-ml-2-lvl-category__show-more__icon\"><\/span><\/div>   \t\t<\/div>    \r\n\t\t<ul class=\"epkb-ml-2-lvl-article-list epkb-ml-2-lvl-article-list--collapsed\"> <li class=\"epkb-ml-articles-coming-soon\">Articles coming soon<\/li>\r\n\t\t<\/ul>   <\/div>\r\n\t\t\t\t\t<\/div>  \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>3<\/span> <span>ARTICLES<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-braille\" data-kb-category-icon=\"epkbfa-braille\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Statistics<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/statistics-needed-for-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"695\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Statistics needed for Machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/univariate-analysis\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"767\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Univariate analysis<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/bivariate-analysis\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"769\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Bivariate analysis<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>3<\/span> <span>ARTICLES<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-keyboard-o\" data-kb-category-icon=\"epkbfa-keyboard-o\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Python<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/python-quick-reference\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"740\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Python quick reference<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>1<\/span> <span>ARTICLE<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \t\t\t\t\t<\/div>  \t\t\t\t\t<div class=\"epkb-ml__module-categories-articles__row epkb-icon-left-row-adj\">  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-keyboard-o\" data-kb-category-icon=\"epkbfa-keyboard-o\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">R<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/what-is-r\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"665\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >What is R?<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>1<\/span> <span>ARTICLE<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-sitemap\" data-kb-category-icon=\"epkbfa-sitemap\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Tensor Flow<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-coming-soon\">\r\n\t\t\t\t\t\tArticles coming soon\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-cubes\" data-kb-category-icon=\"epkbfa-cubes\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Deep Learning<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \r\n\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/a-typical-deep-learning-workflow\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"780\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >A typical deep learning workflow<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-article-count\"><span>1<\/span> <span>ARTICLE<\/span><\/div>\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-show-more\">\r\n\t\t\t\t\t\t<span class=\"epkbfa epkbfa-plus epkb-ml-articles-show-more__show-more__icon\"><\/span>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \r\n\t\t<!-- Category Section -->\r\n\t\t<section class=\"epkb-category-section\">\t\t\t\t\t\t\t\t\t<div class=\"epkb-category-section__head epkb-category-section__head--left-location\">\r\n\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head__icon_title_container\">\r\n\t\t\t\t\t\t\t<!-- Icon -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_icon\">  \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkb-cat-icon--font epkbfa epkbfa-exchange\" data-kb-category-icon=\"epkbfa-exchange\"><\/span>    \t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<!-- Category Name -->\r\n\t\t\t\t\t\t\t<div class=\"epkb-category-section__head_title\">\r\n\t\t\t\t\t\t\t\t<h2 class=\"epkb-category-section__head_title__text\">Applications<\/h2>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<!-- Category Description -->\r\n\t\t\t\t\t\t<div class=\"epkb-category-section__head_desc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t<\/div>\t\t\t\t\t\r\n\t\t\t<!-- Section Body -->\r\n\t\t\t<div class=\"epkb-category-section__body epkb-category-section__body--collapsed\">    \t\t\t\r\n\t\t<div class='epkb-main-articles'>\r\n\t\t\t<ul class='epkb-ml-articles-list'>    \t\t\t<\/ul>\r\n\t\t<\/div> \r\n\t\t\t<\/div>  \t\t\t\t<!-- Section Footer -->\r\n\t\t\t\t<div class=\"epkb-category-section__footer\">\r\n\t\t\t\t\t<div class=\"epkb-ml-articles-coming-soon\">\r\n\t\t\t\t\t\tArticles coming soon\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>          \r\n\t\t<\/section>  \t\t\t\t\t<\/div>  \t\t<\/div>  \r\n\t\t<\/div>    \t\t\t<\/div>  \r\n\t\t\t<div id=\"epkb-ml__row-2\" data-feature=\"articles_list\" class=\"epkb-ml__row\">                \t\t<div id=\"epkb-ml__module-articles-list\" class=\"epkb-ml__module\">   \r\n\t\t<div id=\"epkb-ml-article-list-classic-layout\" class=\"epkb-ml-article-list-container\">   \r\n\t\t\t<div class=\"epkb-ml-articles-list__row\"> \r\n\t\t<!-- Popular Articles -->\r\n\t\t<section id=\"epkb-ml-popular-articles\" class=\"epkb-ml-article-section section_medium_shadow\">\r\n\t\t\t<div class=\"epkb-ml-article-section__head\">Popular Articles<\/div>\r\n\t\t\t<div class=\"epkb-ml-article-section__body\">\r\n\t\t\t\t<ul class=\"epkb-ml-articles-list\">    \t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/problem-definition-in-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"700\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Problem definition in machine learning<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/ai-model-compendium\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"806\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >AI Model Compendium<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/a-typical-deep-learning-workflow\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"780\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >A typical deep learning workflow<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/statistics-needed-for-machine-learning\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"695\" >\r\n\t\t\t<span 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href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-data-modeling-steps\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"771\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning data modeling steps<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/bivariate-analysis\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"769\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Bivariate analysis<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t<\/ul>\r\n\t\t\t<\/div>\r\n\t\t<\/section>  \r\n\t\t<!-- Recent Articles -->\r\n\t\t<section id=\"epkb-ml-recent-articles\" class=\"epkb-ml-article-section section_medium_shadow\">\r\n\t\t\t<div class=\"epkb-ml-article-section__head\">Recently Updated Articles<\/div>\r\n\t\t\t<div class=\"epkb-ml-article-section__body\">\r\n\t\t\t\t<ul class=\"epkb-ml-articles-list\">    \t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/ai-model-compendium\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"806\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >AI Model Compendium<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/python-for-machine-learning-cheat-sheet\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"782\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Cheat sheets<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/a-typical-deep-learning-workflow\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"780\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >A typical deep learning workflow<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/machine-learning-data-modeling-steps\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"771\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  aria-hidden=\"true\"><\/span>\r\n\t\t\t\t<span class=\"epkb-article__text\" >Machine learning data modeling steps<\/span>\r\n\t\t\t<\/span> \t\t<\/a>    <\/li>\t\t\t\t\t\t<li>\r\n\t\t<a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/bivariate-analysis\/\"  class=\"epkb-ml-article-container \"\r\n\t\t            data-kb-article-id=\"769\" >\r\n\t\t\t<span class=\"epkb-article-inner\"  style=\"color: #1e73be;\"  >\r\n\t\t\t\t<span class=\"epkb-article__icon ep_font_icon_document\"  style=\"color: #000000;\"  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